{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "1a609627",
   "metadata": {},
   "source": [
    "# 请求页面准备\n",
    "> 1. 找到页面的数据API接口\n",
    "> 2. 提供正确的用户请求酬载（payload）\n",
    "> 3. 准备请求的headers，增加cookiei信息（用户登陆之后的cookie），保证数据的合理性"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e795c820",
   "metadata": {},
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "aa533ee1",
   "metadata": {},
   "outputs": [],
   "source": [
    "url = \"https://api-c.liepin.com/api/com.liepin.searchfront4c.pc-search-job\""
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e3d0ea0e",
   "metadata": {},
   "source": [
    "* 请求方法：POST"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "1e14e1e8",
   "metadata": {},
   "outputs": [],
   "source": [
    "import requests,json"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "2218e6ff",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload = {\"data\":{\"mainSearchPcConditionForm\":\n",
    "                   {\"city\":\"050020\",\n",
    "                    \"dq\":\"050020\",\n",
    "                    \"pubTime\":\"\",\n",
    "                    \"currentPage\":\"0\",\n",
    "                    \"pageSize\":40,\n",
    "                    \"key\":\"运营\",\n",
    "                    \"suggestTag\":\"\",\n",
    "                    \"workYearCode\":\"0\",\n",
    "                    \"compId\":\"\",\n",
    "                    \"compName\":\"\",\n",
    "                    \"compTag\":\"\",\n",
    "                    \"industry\":\"\",\n",
    "                    \"salary\":\"\",\n",
    "                    \"jobKind\":\"\",\n",
    "                    \"compScale\":\"\",\n",
    "                    \"compKind\":\"\",\n",
    "                    \"compStage\":\"\",\n",
    "                    \"eduLevel\":\"\"\n",
    "                   },\n",
    "                   \"passThroughForm\":{\n",
    "                       \"scene\":\"input\",\n",
    "                        \"skId\":\"\",\n",
    "                        \"fkId\":\"\",\n",
    "                        \"ckId\":\"\",\n",
    "                        \"suggest\":None\n",
    "                     }\n",
    "                  }\n",
    "          }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "44b40613",
   "metadata": {},
   "outputs": [],
   "source": [
    "headers = {\n",
    "    'Accept': 'application/json, text/plain, */*',\n",
    "    'Accept-Encoding': 'gzip, deflate, br',\n",
    "    'Accept-Language': 'zh-CN,zh;q=0.9',\n",
    "    'Cache-Control': 'no-cache',\n",
    "    'Connection': 'keep-alive',\n",
    "    'Content-Length': '487',\n",
    "    'Content-Type': 'application/json;charset=UTF-8;',\n",
    "    'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=ioYE87NtQmKVBO3G0Y0HCg; __gc_id=37822670cebb460693955108ff86d124; __uuid=1679636647293.55; __tlog=1679636647295.49%7C00000000%7C00000000%7C00000000%7C00000000; _ga=GA1.1.1687403970.1681896657; acw_tc=276077d816837105124564397e9c8b7118940ba709aa4ba34680cbb786f8bc; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683710513; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=s%2Bpfa3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhxB8mc8ULN7j9Mun%2BzHBP6UIbwGqnl4CyvOW92GECS%2B1cN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683710561; __session_seq=24; __uv_seq=4; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1683710511.3.1.1683710585.0.0.0',\n",
    "    'Origin': 'https://www.liepin.com',\n",
    "    'Pragma': 'no-cache',\n",
    "    'Referer': 'https://www.liepin.com/',\n",
    "    'sec-ch-ua': '\"Chromium\";v=\"112\", \"Google Chrome\";v=\"112\", \"Not:A-Brand\";v=\"99\", \"Chromium\";v=\"111\"',\n",
    "    'sec-ch-ua-mobile': '?0',\n",
    "    'sec-ch-ua-platform': '\"Windows\"',\n",
    "    'Sec-Fetch-Dest': 'empty',\n",
    "    'Sec-Fetch-Mode': 'cors',\n",
    "    'Sec-Fetch-Site': 'same-site',\n",
    "    'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36',\n",
    "    'X-Client-Type': 'web',\n",
    "    'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=rhqhg2rxeyzpz6733d58zmnhyntry3wb&scene=condition&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=rhqhg2rxeyzpz6733d58zmnhyntry3wb&sfrom=search_job_pc&suggestId=\"}',\n",
    "    'X-Fscp-Fe-Version': '',\n",
    "    'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}',\n",
    "    'X-Fscp-Trace-Id': '13523a09-252a-4e2d-b17e-ad03dafbe53e',\n",
    "    'X-Fscp-Version': '1.1',\n",
    "    'X-Requested-With': 'XMLHttpRequest',\n",
    "    'X-XSRF-TOKEN': 'oJaxdHgkSyyIzIQcZhVlpw'\n",
    "}\n",
    "#用header封装自己是用户来获取数据，而非python\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "8133b7a1",
   "metadata": {},
   "outputs": [],
   "source": [
    "r = requests.post(url,data=json.dumps(payload), headers=headers)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "4776bd10",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'User-Agent': 'Mozilla/5.0 (Windows NT 10.0; Win64; x64) AppleWebKit/537.36 (KHTML, like Gecko) Chrome/112.0.0.0 Safari/537.36', 'Accept-Encoding': 'gzip, deflate, br', 'Accept': 'application/json, text/plain, */*', 'Connection': 'keep-alive', 'Accept-Language': 'zh-CN,zh;q=0.9', 'Cache-Control': 'no-cache', 'Content-Length': '436', 'Content-Type': 'application/json;charset=UTF-8;', 'Cookie': 'inited_user=daf7251f92024e8969feb28b0e9ad34c; XSRF-TOKEN=ioYE87NtQmKVBO3G0Y0HCg; __gc_id=37822670cebb460693955108ff86d124; __uuid=1679636647293.55; __tlog=1679636647295.49%7C00000000%7C00000000%7C00000000%7C00000000; _ga=GA1.1.1687403970.1681896657; acw_tc=276077d816837105124564397e9c8b7118940ba709aa4ba34680cbb786f8bc; Hm_lvt_a2647413544f5a04f00da7eee0d5e200=1683710513; UniqueKey=95507c72a8d5ae141a667e00ad0d9493; liepin_login_valid=0; lt_auth=s%2Bpfa3QGxlzxtXfR3zQN4vociI39UWvIpX8EhE0Ahoe%2BCqG04PngSwOGq7EExAMhxB8mc8ULN7j9Mun%2BzHBP6UIbwGqnl4CyvOW92GECS%2B1cN8W2vezHl8zRQpQcl0AC8nFbtkIL%2BQ%3D%3D; access_system=C; user_roles=0; user_photo=5f8fa3a679c7cc70efbf444e08u.png; user_name=%E8%AE%B8%E6%99%BA%E8%B6%85; need_bind_tel=false; new_user=false; c_flag=fa43f4d55f3df63a96a7b4f194e214d4; inited_user=daf7251f92024e8969feb28b0e9ad34c; imId=c5f9b89f8466dffe6882ca1e5431db9c; imId_0=c5f9b89f8466dffe6882ca1e5431db9c; imClientId=c5f9b89f8466dffeb1921abcfab3aed0; imClientId_0=c5f9b89f8466dffeb1921abcfab3aed0; imApp_0=1; Hm_lpvt_a2647413544f5a04f00da7eee0d5e200=1683710561; __session_seq=24; __uv_seq=4; fe_im_socketSequence_new_0=2_2_2; fe_im_opened_pages=; fe_im_connectJson_0=%7B%220_95507c72a8d5ae141a667e00ad0d9493%22%3A%7B%22socketConnect%22%3A%222%22%2C%22connectDomain%22%3A%22liepin.com%22%7D%7D; _ga_54YTJKWN86=GS1.1.1683710511.3.1.1683710585.0.0.0', 'Origin': 'https://www.liepin.com', 'Pragma': 'no-cache', 'Referer': 'https://www.liepin.com/', 'sec-ch-ua': '\"Chromium\";v=\"112\", \"Google Chrome\";v=\"112\", \"Not:A-Brand\";v=\"99\", \"Chromium\";v=\"111\"', 'sec-ch-ua-mobile': '?0', 'sec-ch-ua-platform': '\"Windows\"', 'Sec-Fetch-Dest': 'empty', 'Sec-Fetch-Mode': 'cors', 'Sec-Fetch-Site': 'same-site', 'X-Client-Type': 'web', 'X-Fscp-Bi-Stat': '{\"location\": \"https://www.liepin.com/zhaopin/?city=050020&dq=050020&pubTime=&currentPage=0&pageSize=40&key=%E4%BA%A7%E5%93%81%E7%BB%8F%E7%90%86&suggestTag=&workYearCode=&compId=&compName=&compTag=&industry=&salary=&jobKind=&compScale=&compKind=&compStage=&eduLevel=&otherCity=&ckId=rhqhg2rxeyzpz6733d58zmnhyntry3wb&scene=condition&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=rhqhg2rxeyzpz6733d58zmnhyntry3wb&sfrom=search_job_pc&suggestId=\"}', 'X-Fscp-Fe-Version': '', 'X-Fscp-Std-Info': '{\"client_id\": \"40108\"}', 'X-Fscp-Trace-Id': '13523a09-252a-4e2d-b17e-ad03dafbe53e', 'X-Fscp-Version': '1.1', 'X-Requested-With': 'XMLHttpRequest', 'X-XSRF-TOKEN': 'oJaxdHgkSyyIzIQcZhVlpw'}"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.request.headers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "e1b007f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "200"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "r.status_code"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "c618ec0a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'comp': {'compIndustry': '互联网',\n",
       "      'compId': 8134487,\n",
       "      'compLogo': '6461c95d1ceb9103db2b3d8205u.png',\n",
       "      'compName': '龙腾出行',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8134487/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258842811%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"37d780c74fda4c8c5d887c62117912b0\",\"imUserType\":\"2\",\"jobId\":\"58842811\",\"jobKind\":\"2\",\"userId\":\"c29e5107a85d7f59f2103b77fd9bd7ff\",\"recruiterName\":\"姚先生\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\"}',\n",
       "     'job': {'labels': ['to C', '地推项目', '地推管理', '银行业', '机场场景', '发卡业务'],\n",
       "      'jobId': '58842811',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'title': '项目运营经理',\n",
       "      'refreshTime': '20230529121416',\n",
       "      'salary': '12-20k',\n",
       "      'dq': '广州-白云区',\n",
       "      'link': 'https://www.liepin.com/job/1958842811.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'advViewFlag': True,\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '37d780c74fda4c8c5d887c62117912b0',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'c29e5107a85d7f59f2103b77fd9bd7ff',\n",
       "      'recruiterName': '姚先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}},\n",
       "    {'comp': {'compIndustry': '生活服务O2O',\n",
       "      'compId': 8854855,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '59bb74a770328eecdbaf843704a.png',\n",
       "      'compName': '蜂助手股份有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/8854855/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258589391%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"f9981e992d8231169f90a7bcfdb96d0e\",\"imUserType\":\"2\",\"jobId\":\"58589391\",\"jobKind\":\"2\",\"userId\":\"e9ae0c6d35b77d020104d2aba3164681\",\"recruiterName\":\"严女士\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\"}',\n",
       "     'job': {'labels': ['电商运营', '网络推广'],\n",
       "      'jobId': '58589391',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'title': '电商运营',\n",
       "      'refreshTime': '20230516151637',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1958589391.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'advViewFlag': True,\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': 'f9981e992d8231169f90a7bcfdb96d0e',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'e9ae0c6d35b77d020104d2aba3164681',\n",
       "      'recruiterName': '严女士',\n",
       "      'recruiterTitle': '招聘顾问',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg'}},\n",
       "    {'comp': {'compIndustry': '旅游',\n",
       "      'compId': 13207835,\n",
       "      'compLogo': '62972dd1ea39204aaa93f00006u.png',\n",
       "      'compName': '广东天人山水旅游管理有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/13207835/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2253172765%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"679b671bae5bef2f47e38d5130f013eb\",\"imUserType\":\"2\",\"jobId\":\"53172765\",\"jobKind\":\"2\",\"userId\":\"c8cd346279b852cc04e368df3304866f\",\"recruiterName\":\"张先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}',\n",
       "     'job': {'labels': ['会员运营'],\n",
       "      'jobId': '53172765',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': True,\n",
       "      'title': '会员增长运营（文旅酒店）',\n",
       "      'refreshTime': '20230529134804',\n",
       "      'salary': '10-18k',\n",
       "      'dq': '广州-从化区',\n",
       "      'link': 'https://www.liepin.com/job/1953172765.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'advViewFlag': True,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '679b671bae5bef2f47e38d5130f013eb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'c8cd346279b852cc04e368df3304866f',\n",
       "      'recruiterName': '张先生',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}},\n",
       "    {'comp': {'compIndustry': '游戏',\n",
       "      'compId': 12489773,\n",
       "      'compLogo': '620f0f194683bc2048ab4b6204u.png',\n",
       "      'compName': '广州卓远',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/12489773/'},\n",
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       "     'job': {'labels': ['产品运营', '数据运营', '用户运营', '策略运营', '线上运营'],\n",
       "      'jobId': '58598339',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
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       "      'topJob': False,\n",
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       "      'refreshTime': '20230522104936',\n",
       "      'salary': '10-13k·13薪',\n",
       "      'dq': '广州-番禺区',\n",
       "      'link': 'https://www.liepin.com/job/1958598339.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '7e3fbff51412f2d529323863fa1c0b93',\n",
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       "      'recruiterName': '梁女士',\n",
       "      'recruiterTitle': '',\n",
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       "    {'comp': {'compIndustry': '电子/半导体/集成电路',\n",
       "      'compId': 7898133,\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '54d1ea1b712e7147fd819ad002c.png',\n",
       "      'compName': '三雄极光照明',\n",
       "      'compScale': '2000-5000人',\n",
       "      'link': 'https://www.liepin.com/company/7898133/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256900867%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"e69ffc5a4d0ff28ea8576116ff288909\",\"imUserType\":\"2\",\"jobId\":\"56900867\",\"jobKind\":\"2\",\"userId\":\"e036b40d52c117320193ae1deef880a5\",\"recruiterName\":\"虞先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}',\n",
       "     'job': {'labels': ['新媒体运营',\n",
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       "       '自媒体运营',\n",
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       "      'jobId': '56900867',\n",
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       "      'jobKind': '2',\n",
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       "     'recruiter': {'imId': 'e69ffc5a4d0ff28ea8576116ff288909',\n",
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       "      'recruiterName': '虞先生',\n",
       "      'recruiterTitle': '招聘培训经理',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}},\n",
       "    {'comp': {'compIndustry': '计算机软件',\n",
       "      'compId': 8547388,\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '6242b195ca47ff43908033f907u.png',\n",
       "      'compName': '广电运通金融电子',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/8547388/'},\n",
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       "     'job': {'labels': ['社群运营'],\n",
       "      'jobId': '57121373',\n",
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       "      'h5OuterLink': '',\n",
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       "      'title': '运营总监 (MJ002006)',\n",
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       "      'link': 'https://www.liepin.com/job/1957121373.shtml',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': 'f3b8d3f695cf6a91c307fe6e334c0c05',\n",
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       "      'recruiterName': '何先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg'}},\n",
       "    {'comp': {'compIndustry': '机械/设备',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州机械/设备上市公司',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': ''},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244469011%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"e461c1927e1fc0aef76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobId\":\"44469011\",\"jobKind\":\"1\",\"userId\":\"b6639f8adbf7886312b86ce8461f75b9\",\"recruiterName\":\"杨先生\",\"recruiterPhoto\":\"5f5b08549d37de587970f24107u.jpg\"}',\n",
       "     'job': {'labels': ['数据运营',\n",
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       "       '信息流投放',\n",
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       "       '策略运营',\n",
       "       '平台运营',\n",
       "       '新媒体平台',\n",
       "       '快手平台'],\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'recruiter': {'imId': 'e461c1927e1fc0aef76fdb90ccba96fb',\n",
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       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
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       "    {'comp': {'compIndustry': '机械/设备',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
       "      'compScale': '5000-10000人',\n",
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       "     'dataInfo': '%7B%22jobId%22%3A%2244794187%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
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       "     'job': {'labels': ['数据运营',\n",
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       "       '新媒体平台',\n",
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       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'imId': '85f1e204ee9e5d77c94f4d0c9b7b96ae',\n",
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       "      'recruiterName': '黄女士',\n",
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       "      'recruiterPhoto': '5cec8666d3ced44864631b6807u.png'}},\n",
       "    {'comp': {'compIndustry': '新零售',\n",
       "      'compId': 8116383,\n",
       "      'compLogo': '5bfe994374719df0ac9999a303a.png',\n",
       "      'compName': '钱大妈',\n",
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       "     'dataInfo': '%7B%22jobId%22%3A%2257854491%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"fabbac489cd8d486160b5b344d4ef7b6\",\"imUserType\":\"2\",\"jobId\":\"57854491\",\"jobKind\":\"2\",\"userId\":\"955810626991441b155fda8eb2e25813\",\"recruiterName\":\"陈先生\",\"recruiterPhoto\":\"60398d2f7c8d91493278584808u.png\"}',\n",
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       "       '数据分析',\n",
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       "       '社区运营',\n",
       "       '批发/零售',\n",
       "       'to C',\n",
       "       '微商城平台'],\n",
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       "      'h5OuterLink': '',\n",
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       "      'link': 'https://www.liepin.com/job/1957854491.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'advViewFlag': False,\n",
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       "     'recruiter': {'imId': 'fabbac489cd8d486160b5b344d4ef7b6',\n",
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       "    {'comp': {'compIndustry': '租赁业',\n",
       "      'compId': 8055243,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60b73d327cc07936e59f4d2507u.png',\n",
       "      'compName': '智汇集团',\n",
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       "     'job': {'labels': ['客户服务', '工业物业'],\n",
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       "    {'comp': {'compIndustry': '通信设备',\n",
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       "      'compName': '中讯邮电咨询设计院有限公司广东分公司',\n",
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       "    {'comp': {'compIndustry': '电子商务',\n",
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       "      'compStage': 'C轮',\n",
       "      'compLogo': '6295b59079452e421251cacb03u.png',\n",
       "      'compName': '朴朴',\n",
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       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'recruiter': {'imId': '9cdc74b823c7dd3224eff958a002fd93',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '11fe52ff5d0f798cb7c809583911b6dd',\n",
       "      'recruiterName': '周先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '61c57e4f4dc29c7bda280efd07u.png'}},\n",
       "    {'comp': {'compIndustry': '互联网',\n",
       "      'compId': 2020322,\n",
       "      'compStage': '美股上市',\n",
       "      'compLogo': '5d3f908a81fb1a0d6f60102105u.jpg',\n",
       "      'compName': '唯品会(中国)',\n",
       "      'compScale': '10000人以上',\n",
       "      'link': 'https://www.liepin.com/company/2020322/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2255282547%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"50f8c92b9f44caf2902e451fd4b3c85e\",\"imUserType\":\"2\",\"jobId\":\"55282547\",\"jobKind\":\"2\",\"userId\":\"42022bc1cfa03519a4e27bf01577115d\",\"recruiterName\":\"唐女士\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['用户运营', '品牌运营', '平台运营', '策略运营'],\n",
       "      'jobId': '55282547',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '行业用户运营',\n",
       "      'refreshTime': '20221230173247',\n",
       "      'salary': '40-70k·13薪',\n",
       "      'dq': '广州-海珠区',\n",
       "      'link': 'https://www.liepin.com/job/1955282547.shtml',\n",
       "      'requireWorkYears': '10年以上',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科'},\n",
       "     'recruiter': {'imId': '50f8c92b9f44caf2902e451fd4b3c85e',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '42022bc1cfa03519a4e27bf01577115d',\n",
       "      'recruiterName': '唐女士',\n",
       "      'recruiterTitle': 'HRBP',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}},\n",
       "    {'comp': {'compIndustry': '互联网',\n",
       "      'compId': 7912765,\n",
       "      'compLogo': '63bb86f7aca17c35448188a401u.png',\n",
       "      'compName': '浙江深大智能科技有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/7912765/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256468623%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"a08202118b85ea2ea8576116ff288909\",\"imUserType\":\"2\",\"jobId\":\"56468623\",\"jobKind\":\"2\",\"userId\":\"623c83aa0e4c6e37181213df1261b129\",\"recruiterName\":\"赵女士\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\"}',\n",
       "     'job': {'labels': ['社群运营'],\n",
       "      'jobId': '56468623',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '资深运营（景区方向）',\n",
       "      'refreshTime': '20230224165301',\n",
       "      'salary': '7-10k',\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1956468623.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': 'a08202118b85ea2ea8576116ff288909',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '623c83aa0e4c6e37181213df1261b129',\n",
       "      'recruiterName': '赵女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg'}},\n",
       "    {'comp': {'compIndustry': '酒店/民宿',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州酒店/民宿公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': ''},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244381499%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"c5170ff42be9b93369f1f1321b5b8b79\",\"imUserType\":\"2\",\"jobId\":\"44381499\",\"jobKind\":\"1\",\"userId\":\"c8e69259218894e4bfd99acdc35922ef\",\"recruiterName\":\"林女士\",\"recruiterPhoto\":\"62abda4b4ac4b90923bb702702u.png\"}',\n",
       "     'job': {'labels': ['活动运营',\n",
       "       '平台运营',\n",
       "       '内容运营',\n",
       "       '业务运营',\n",
       "       '策略运营',\n",
       "       '商品运营',\n",
       "       '渠道推广',\n",
       "       '渠道运营',\n",
       "       '线上运营',\n",
       "       '美团平台'],\n",
       "      'jobId': '44381499',\n",
       "      'jobKind': '1',\n",
       "      'topJob': False,\n",
       "      'title': '线上运营经理（外卖运营）',\n",
       "      'refreshTime': '20230428115221',\n",
       "      'salary': '12-15k',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/44381499.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专及以上'},\n",
       "     'recruiter': {'imId': 'c5170ff42be9b93369f1f1321b5b8b79',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'c8e69259218894e4bfd99acdc35922ef',\n",
       "      'recruiterName': '林女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '62abda4b4ac4b90923bb702702u.png'}},\n",
       "    {'comp': {'compIndustry': '批发/零售',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某知名公司',\n",
       "      'compScale': '50-99人',\n",
       "      'link': ''},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244928493%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"8454356265c5db1686273d579bc2a4d6\",\"imUserType\":\"2\",\"jobId\":\"44928493\",\"jobKind\":\"1\",\"userId\":\"29c1da40997339cd7059ee7d5e93f898\",\"recruiterName\":\"彭女士\",\"recruiterPhoto\":\"5f8fa3baf6d1ab58476f324908u.png\"}',\n",
       "     'job': {'labels': ['电商运营', '渠道电商运营'],\n",
       "      'jobId': '44928493',\n",
       "      'jobKind': '1',\n",
       "      'topJob': False,\n",
       "      'title': '抖音电商渠道运营总监',\n",
       "      'refreshTime': '20230331192644',\n",
       "      'salary': '25-35k',\n",
       "      'dq': '广州-海珠区',\n",
       "      'link': 'https://www.liepin.com/a/44928493.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专及以上'},\n",
       "     'recruiter': {'imId': '8454356265c5db1686273d579bc2a4d6',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '29c1da40997339cd7059ee7d5e93f898',\n",
       "      'recruiterName': '彭女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5f8fa3baf6d1ab58476f324908u.png'}},\n",
       "    {'comp': {'compIndustry': '机械/设备',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'compName': '某广州机械/设备上市公司',\n",
       "      'compScale': '5000-10000人',\n",
       "      'link': ''},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244469247%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"e461c1927e1fc0aef76fdb90ccba96fb\",\"imUserType\":\"2\",\"jobId\":\"44469247\",\"jobKind\":\"1\",\"userId\":\"b6639f8adbf7886312b86ce8461f75b9\",\"recruiterName\":\"杨先生\",\"recruiterPhoto\":\"5f5b08549d37de587970f24107u.jpg\"}',\n",
       "     'job': {'labels': ['渠道运营'],\n",
       "      'jobId': '44469247',\n",
       "      'jobKind': '1',\n",
       "      'topJob': False,\n",
       "      'title': 'B2C运营经理',\n",
       "      'refreshTime': '20230316151304',\n",
       "      'salary': '15-25k',\n",
       "      'dq': '广州-番禺区',\n",
       "      'link': 'https://www.liepin.com/a/44469247.shtml',\n",
       "      'requireWorkYears': '5-10年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'recruiter': {'imId': 'e461c1927e1fc0aef76fdb90ccba96fb',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'b6639f8adbf7886312b86ce8461f75b9',\n",
       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterPhoto': '5f5b08549d37de587970f24107u.jpg'}},\n",
       "    {'comp': {'compIndustry': '互联网',\n",
       "      'compId': 7912765,\n",
       "      'compLogo': '63bb86f7aca17c35448188a401u.png',\n",
       "      'compName': '浙江深大智能科技有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/7912765/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2251178537%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"4c9c98c2af9e18126902e49d7f82f4f2\",\"imUserType\":\"2\",\"jobId\":\"51178537\",\"jobKind\":\"2\",\"userId\":\"5f2093dfaa22555f9277691e2244a2f5\",\"recruiterName\":\"赵先生\",\"recruiterPhoto\":\"6100cde47a06e56c9b48987003u.png\"}',\n",
       "     'job': {'labels': ['商家运营',\n",
       "       '旅游业',\n",
       "       '景区票务',\n",
       "       '景区营销',\n",
       "       '景区智慧化',\n",
       "       '数字景区',\n",
       "       'to B',\n",
       "       'to C',\n",
       "       'to G',\n",
       "       '线上运营'],\n",
       "      'jobId': '51178537',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '商家运营',\n",
       "      'refreshTime': '20220717171327',\n",
       "      'salary': '7-12k',\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1951178537.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '4c9c98c2af9e18126902e49d7f82f4f2',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5f2093dfaa22555f9277691e2244a2f5',\n",
       "      'recruiterName': '赵先生',\n",
       "      'recruiterTitle': '大区运营总经理',\n",
       "      'recruiterPhoto': '6100cde47a06e56c9b48987003u.png'}},\n",
       "    {'comp': {'compIndustry': '互联网',\n",
       "      'compId': 7912765,\n",
       "      'compLogo': '63bb86f7aca17c35448188a401u.png',\n",
       "      'compName': '浙江深大智能科技有限公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/7912765/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2254138597%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"4c9c98c2af9e18126902e49d7f82f4f2\",\"imUserType\":\"2\",\"jobId\":\"54138597\",\"jobKind\":\"2\",\"userId\":\"5f2093dfaa22555f9277691e2244a2f5\",\"recruiterName\":\"赵先生\",\"recruiterPhoto\":\"6100cde47a06e56c9b48987003u.png\"}',\n",
       "     'job': {'labels': ['商家运营',\n",
       "       '旅游业',\n",
       "       '景区票务',\n",
       "       '景区营销',\n",
       "       '景区智慧化',\n",
       "       '数字景区',\n",
       "       'to B',\n",
       "       'to C',\n",
       "       'to G',\n",
       "       '线上运营'],\n",
       "      'jobId': '54138597',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '商家运营（旅游景区方向）',\n",
       "      'refreshTime': '20221120211440',\n",
       "      'salary': '7-12k',\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1954138597.shtml',\n",
       "      'requireWorkYears': '1-3年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=36&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=36',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '4c9c98c2af9e18126902e49d7f82f4f2',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '5f2093dfaa22555f9277691e2244a2f5',\n",
       "      'recruiterName': '赵先生',\n",
       "      'recruiterTitle': '大区运营总经理',\n",
       "      'recruiterPhoto': '6100cde47a06e56c9b48987003u.png'}},\n",
       "    {'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compId': 7875590,\n",
       "      'compLogo': '5bfe8f4174719d35745a672503a.png',\n",
       "      'compName': '上海方朋投资',\n",
       "      'compScale': '1-49人',\n",
       "      'link': 'https://www.liepin.com/company/7875590/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256218065%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"72759fc9686766013eaad1f295204b5b\",\"imUserType\":\"2\",\"jobId\":\"56218065\",\"jobKind\":\"2\",\"userId\":\"839902b488443c7f9fc4192df270fae0\",\"recruiterName\":\"朱先生\",\"recruiterPhoto\":\"55b8d5a328ee3836dff301cd03a.png\"}',\n",
       "     'job': {'labels': ['产品运营', '策略运营', '云计算/大数据', '数据运营'],\n",
       "      'jobId': '56218065',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '国内运营总监/经理',\n",
       "      'refreshTime': '20230217150737',\n",
       "      'salary': '30-50k',\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/job/1956218065.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '72759fc9686766013eaad1f295204b5b',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '839902b488443c7f9fc4192df270fae0',\n",
       "      'recruiterName': '朱先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '55b8d5a328ee3836dff301cd03a.png'}},\n",
       "    {'comp': {'compIndustry': '游戏',\n",
       "      'compId': 9726261,\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5c8b3e32509919fa0e872fc508u.png',\n",
       "      'compName': '上海赤月信息技术有限公司广州分公司',\n",
       "      'compScale': '500-999人',\n",
       "      'link': 'https://www.liepin.com/company/9726261/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2249512169%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"80c3038d30a63585ff4e48df869b18a0\",\"imUserType\":\"2\",\"jobId\":\"49512169\",\"jobKind\":\"2\",\"userId\":\"cea688243573b54961f79cd61c462fd0\",\"recruiterName\":\"唐先生\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\"}',\n",
       "     'job': {'labels': ['游戏运营'],\n",
       "      'jobId': '49512169',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '手游运营经理',\n",
       "      'refreshTime': '20220510102047',\n",
       "      'salary': '20-25k',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/job/1949512169.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '大专'},\n",
       "     'recruiter': {'imId': '80c3038d30a63585ff4e48df869b18a0',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': 'cea688243573b54961f79cd61c462fd0',\n",
       "      'recruiterName': '唐先生',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg'}},\n",
       "    {'comp': {'compIndustry': '电子商务',\n",
       "      'compId': 12754643,\n",
       "      'compLogo': '60c068699a086e00ba071c0e08u.png',\n",
       "      'compName': '广东云衣网络科技有限公司',\n",
       "      'compScale': '100-499人',\n",
       "      'link': 'https://www.liepin.com/company/12754643/'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2248245379%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22scene%22%3A%22input%22%2C%22skId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22fkId%22%3A%22baff825b35f6c01d290fedfafc6b7b1c%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22d_curPage%22%3A%220%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%7D',\n",
       "     'dataParams': '{\"imId\":\"a32d2d018ddc794ec8a1a85ef66ce3f3\",\"imUserType\":\"2\",\"jobId\":\"48245379\",\"jobKind\":\"2\",\"userId\":\"4053cbba01c20394ecad8afdca2df96f\",\"recruiterName\":\"方先生\",\"recruiterPhoto\":\"5f8f986bdfb13a7dee342f2108u.jpg\"}',\n",
       "     'job': {'labels': ['社群运营',\n",
       "       '广告投放/流量运营',\n",
       "       '用户运营',\n",
       "       '建筑业',\n",
       "       '电商运营',\n",
       "       '电子商务',\n",
       "       '平台运营',\n",
       "       'IT/互联网/软件',\n",
       "       '微博平台',\n",
       "       '电商平台'],\n",
       "      'jobId': '48245379',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'jobKind': '2',\n",
       "      'topJob': False,\n",
       "      'title': '社群运营主管',\n",
       "      'refreshTime': '20220330180401',\n",
       "      'salary': '10-15k',\n",
       "      'dq': '广州-越秀区',\n",
       "      'link': 'https://www.liepin.com/job/1948245379.shtml',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=baff825b35f6c01d290fedfafc6b7b1c&fkId=baff825b35f6c01d290fedfafc6b7b1c&ckId=baff825b35f6c01d290fedfafc6b7b1c&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'advViewFlag': False,\n",
       "      'requireEduLevel': '学历不限'},\n",
       "     'recruiter': {'imId': 'a32d2d018ddc794ec8a1a85ef66ce3f3',\n",
       "      'imUserType': '2',\n",
       "      'chatted': False,\n",
       "      'recruiterId': '4053cbba01c20394ecad8afdca2df96f',\n",
       "      'recruiterName': '方先生',\n",
       "      'recruiterTitle': '人事主管',\n",
       "      'recruiterPhoto': '5f8f986bdfb13a7dee342f2108u.jpg'}}],\n",
       "   'compList': []},\n",
       "  'passThroughData': {'ckId': 'baff825b35f6c01d290fedfafc6b7b1c',\n",
       "   'scene': 'input',\n",
       "   'skId': 'baff825b35f6c01d290fedfafc6b7b1c',\n",
       "   'fkId': 'baff825b35f6c01d290fedfafc6b7b1c',\n",
       "   'sfrom': 'search_job_pc'},\n",
       "  'pagination': {'currentPage': 0,\n",
       "   'totalCounts': 807,\n",
       "   'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'hasNext': False}}}"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data_liepin = r.json()\n",
    "data_liepin"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "2170771e",
   "metadata": {},
   "outputs": [],
   "source": [
    "import pandas as pd "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "9c957989",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
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       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.chatted</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>recruiter.recruiterPhoto</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"c29e5107a85d7f59f2103...</td>\n",
       "      <td>[to C, 地推项目, 地推管理, 银行业, 机场场景, 发卡业务]</td>\n",
       "      <td>20230529121416</td>\n",
       "      <td>2</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>58842811</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>c29e5107a85d7f59f2103b77fd9bd7ff</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>8134487.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6461c95d1ceb9103db2b3d8205u.png</td>\n",
       "      <td>龙腾出行</td>\n",
       "      <td>https://www.liepin.com/company/8134487/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"06513b8d088347fef1d94...</td>\n",
       "      <td>[英语, Shopify平台, 服装/纺织/皮革, 产品运营, 品牌运营, 电商网站, 跨境...</td>\n",
       "      <td>20230525114319</td>\n",
       "      <td>2</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州</td>\n",
       "      <td>58835957</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>06513b8d088347fef1d94b32ad7621f3</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13273589.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>62ec7db24e5f1302d7f8221d01u.png</td>\n",
       "      <td>广州简卓商贸有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13273589/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"06513b8d088347fef1d94...</td>\n",
       "      <td>[电商运营, 活动运营, 电子商务, 天猫平台]</td>\n",
       "      <td>20230417103620</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>56275751</td>\n",
       "      <td>True</td>\n",
       "      <td>True</td>\n",
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       "      <td>False</td>\n",
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       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>13273589.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>62ec7db24e5f1302d7f8221d01u.png</td>\n",
       "      <td>广州简卓商贸有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13273589/</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"2b9a1f86a57b80689c22a...</td>\n",
       "      <td>[产品运营, 数据运营, 用户运营, 策略运营, 线上运营]</td>\n",
       "      <td>20230522104936</td>\n",
       "      <td>2</td>\n",
       "      <td>10-13k·13薪</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>58598339</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>2b9a1f86a57b80689c22ab08f15c817a</td>\n",
       "      <td>5f8f9863f6d1ab58476f246a08u.jpg</td>\n",
       "      <td>12489773.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>620f0f194683bc2048ab4b6204u.png</td>\n",
       "      <td>广州卓远</td>\n",
       "      <td>https://www.liepin.com/company/12489773/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e036b40d52c117320193a...</td>\n",
       "      <td>[新媒体运营, 数据运营, 广告投放/流量运营, 自媒体运营, 内容运营, 策略运营, 信息...</td>\n",
       "      <td>20230531130728</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>56900867</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>e036b40d52c117320193ae1deef880a5</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>7898133.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>54d1ea1b712e7147fd819ad002c.png</td>\n",
       "      <td>三雄极光照明</td>\n",
       "      <td>https://www.liepin.com/company/7898133/</td>\n",
       "      <td>电子/半导体/集成电路</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"746e06fa0c82e1ab0c079...</td>\n",
       "      <td>[社群运营]</td>\n",
       "      <td>20230320165503</td>\n",
       "      <td>2</td>\n",
       "      <td>15-30k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>57121373</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>746e06fa0c82e1ab0c079a6a2e1e5721</td>\n",
       "      <td>5f8f98698dbe6273dcf8516008u.jpg</td>\n",
       "      <td>8547388.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>6242b195ca47ff43908033f907u.png</td>\n",
       "      <td>广电运通金融电子</td>\n",
       "      <td>https://www.liepin.com/company/8547388/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"b6639f8adbf7886312b86...</td>\n",
       "      <td>[数据运营, 新媒体运营, 广告投放/流量运营, 信息流投放, 自媒体运营, 内容运营, 策...</td>\n",
       "      <td>20230316150908</td>\n",
       "      <td>1</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>44469011</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>b6639f8adbf7886312b86ce8461f75b9</td>\n",
       "      <td>5f5b08549d37de587970f24107u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州机械/设备上市公司</td>\n",
       "      <td></td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"1bc9cb0869d3c49b08b3c...</td>\n",
       "      <td>[数据运营, 新媒体运营, 广告投放/流量运营, 内容运营, 自媒体运营, 策略运营, 信息...</td>\n",
       "      <td>20230328105723</td>\n",
       "      <td>1</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>44794187</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1bc9cb0869d3c49b08b3c40ed22d10f2</td>\n",
       "      <td>5cec8666d3ced44864631b6807u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td></td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"955810626991441b155fd...</td>\n",
       "      <td>[用户运营, 数据分析, 私域运营, 社群运营, 社区运营, 批发/零售, to C, 微商...</td>\n",
       "      <td>20230601111909</td>\n",
       "      <td>2</td>\n",
       "      <td>30-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>57854491</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>955810626991441b155fda8eb2e25813</td>\n",
       "      <td>60398d2f7c8d91493278584808u.png</td>\n",
       "      <td>8116383.0</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>5bfe994374719df0ac9999a303a.png</td>\n",
       "      <td>钱大妈</td>\n",
       "      <td>https://www.liepin.com/company/8116383/</td>\n",
       "      <td>新零售</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"a507beeb7550171da1052...</td>\n",
       "      <td>[运营编辑, 新媒体运营, 内容运营, 用户运营]</td>\n",
       "      <td>20230601092552</td>\n",
       "      <td>2</td>\n",
       "      <td>9-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>57499403</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>a507beeb7550171da10527d2cf6099e7</td>\n",
       "      <td>5f8f9866dfb13a7dee342f1808u.jpg</td>\n",
       "      <td>7889168.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>5fab4df50c57e56b1d14dfe006u.png</td>\n",
       "      <td>新媒股份</td>\n",
       "      <td>https://www.liepin.com/company/7889168/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"8d6c64e9a8de167f531c9...</td>\n",
       "      <td>[产品运营]</td>\n",
       "      <td>20230504162727</td>\n",
       "      <td>2</td>\n",
       "      <td>25-50k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57561325</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>8d6c64e9a8de167f531c9532b70c17a2</td>\n",
       "      <td>5f8f9868f6d1ab58476f24a008u.jpg</td>\n",
       "      <td>8382009.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5bfe978474719df0ac993ea303a.png</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>https://www.liepin.com/company/8382009/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"68f5e10c17f63ef8b2cc7...</td>\n",
       "      <td>[策略运营, 平台运营, 电商运营, 用户运营, 产品运营, 类目运营, 线上运营, to C]</td>\n",
       "      <td>20230529092013</td>\n",
       "      <td>2</td>\n",
       "      <td>60-90k·13薪</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>56284791</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>68f5e10c17f63ef8b2cc7608f0819d3b</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>8847575.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>6295b59079452e421251cacb03u.png</td>\n",
       "      <td>朴朴</td>\n",
       "      <td>https://www.liepin.com/company/8847575/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>C轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"cdb34a4a3005a81f03ec3...</td>\n",
       "      <td>[产品运营, 用户运营, IT/互联网/软件, 通信/网络设备, 云计算/大数据, 人工智能...</td>\n",
       "      <td>20230417164705</td>\n",
       "      <td>2</td>\n",
       "      <td>12-18k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57576295</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>cdb34a4a3005a81f03ec30b7fbb4a06f</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>8382009.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5bfe978474719df0ac993ea303a.png</td>\n",
       "      <td>中讯邮电咨询设计院有限公司广东分公司</td>\n",
       "      <td>https://www.liepin.com/company/8382009/</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"ff9f008cb447dd69490a8...</td>\n",
       "      <td>[用户运营, 社群运营, 汽车行业, 科技类, 微信公众号, 微博平台, 抖音平台, 小红书平台]</td>\n",
       "      <td>20221208104924</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>51204635</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>ff9f008cb447dd69490a848badef76d1</td>\n",
       "      <td>611e5e245c73fb0cf61904b401u.png</td>\n",
       "      <td>9550328.0</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>5d00cd29501544662c97ebe001u.jpg</td>\n",
       "      <td>合创汽车</td>\n",
       "      <td>https://www.liepin.com/company/9550328/</td>\n",
       "      <td>整车制造</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e9ae0c6d35b77d020104d...</td>\n",
       "      <td>[电商运营, 网络推广]</td>\n",
       "      <td>20230516151637</td>\n",
       "      <td>2</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>58589391</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>e9ae0c6d35b77d020104d2aba3164681</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>8854855.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>59bb74a770328eecdbaf843704a.png</td>\n",
       "      <td>蜂助手股份有限公司</td>\n",
       "      <td>https://www.liepin.com/company/8854855/</td>\n",
       "      <td>生活服务O2O</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"597c4bf543fa8cfb9bb8f...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230320143326</td>\n",
       "      <td>2</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>57110705</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>597c4bf543fa8cfb9bb8f0bbca7d1159</td>\n",
       "      <td>54d1e787712eb4f6b84c67e301a.jpg</td>\n",
       "      <td>7892457.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5bfea11474719d2aa34c16b103a.png</td>\n",
       "      <td>易幻网络</td>\n",
       "      <td>https://www.liepin.com/company/7892457/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>战略投资</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"623c83aa0e4c6e3718121...</td>\n",
       "      <td>[平台运营, 社群运营, 产品运营, 工具产品]</td>\n",
       "      <td>20230224165242</td>\n",
       "      <td>2</td>\n",
       "      <td>8-13k</td>\n",
       "      <td>广州</td>\n",
       "      <td>56468581</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>623c83aa0e4c6e37181213df1261b129</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7912765.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>63bb86f7aca17c35448188a401u.png</td>\n",
       "      <td>浙江深大智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7912765/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1cc3cf670da3571faf577...</td>\n",
       "      <td>[社群运营]</td>\n",
       "      <td>20230418142455</td>\n",
       "      <td>2</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>57898673</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1cc3cf670da3571faf577239c6cef45c</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9084372.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州悦信文化传播有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9084372/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"c8cd346279b852cc04e36...</td>\n",
       "      <td>[会员运营]</td>\n",
       "      <td>20230529134804</td>\n",
       "      <td>2</td>\n",
       "      <td>10-18k</td>\n",
       "      <td>广州-从化区</td>\n",
       "      <td>53172765</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>c8cd346279b852cc04e368df3304866f</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>13207835.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>62972dd1ea39204aaa93f00006u.png</td>\n",
       "      <td>广东天人山水旅游管理有限公司</td>\n",
       "      <td>https://www.liepin.com/company/13207835/</td>\n",
       "      <td>旅游</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"a0190b7f7130a7cf52af2...</td>\n",
       "      <td>[客户服务, 工业物业]</td>\n",
       "      <td>20230529142154</td>\n",
       "      <td>2</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>58915029</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>a0190b7f7130a7cf52af269e5292563b</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>8055243.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60b73d327cc07936e59f4d2507u.png</td>\n",
       "      <td>智汇集团</td>\n",
       "      <td>https://www.liepin.com/company/8055243/</td>\n",
       "      <td>租赁业</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"8f586cada76a07b3bf848...</td>\n",
       "      <td>[市场推广, 广告投放, 用户运营, 活动运营, 数据运营]</td>\n",
       "      <td>20230527001021</td>\n",
       "      <td>1</td>\n",
       "      <td>30-60k</td>\n",
       "      <td>广州</td>\n",
       "      <td>45869113</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>8f586cada76a07b3bf848130a81f1307</td>\n",
       "      <td>5b3973658e5058f164824b4a04a.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某创业平台</td>\n",
       "      <td></td>\n",
       "      <td>专业服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"cb3ef134f73eba02694a8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20230210155217</td>\n",
       "      <td>2</td>\n",
       "      <td>8-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>50430419</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>cb3ef134f73eba02694a81e5fad3d094</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>12313159.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>622014ba19336433a93eee1108u.png</td>\n",
       "      <td>杭州沃驰科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12313159/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"c89fac06092a53adbde61...</td>\n",
       "      <td>[渠道运营, 媒介媒体, 服装服饰, 教育培训]</td>\n",
       "      <td>20200106114515</td>\n",
       "      <td>2</td>\n",
       "      <td>8-12k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>25154861</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>c89fac06092a53adbde61679d9381f23</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>10275675.0</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>5e12acda29d83a67543a985904u.jpg</td>\n",
       "      <td>广州格瑞纵横投资发展有限公司</td>\n",
       "      <td>https://www.liepin.com/company/10275675/</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"1adad5a7e77c686284d72...</td>\n",
       "      <td>[文案]</td>\n",
       "      <td>20210426170229</td>\n",
       "      <td>2</td>\n",
       "      <td>10-20k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>34121927</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>1adad5a7e77c686284d7287c45aba26c</td>\n",
       "      <td>5f8f986779c7cc70efbf36c008u.jpg</td>\n",
       "      <td>7876702.0</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>5bfe9cee74719d2aa34b4a8c03a.png</td>\n",
       "      <td>朗新科技</td>\n",
       "      <td>https://www.liepin.com/company/7876702/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"4c6c42b160aaf57ba46b8...</td>\n",
       "      <td>[]</td>\n",
       "      <td>20221008111008</td>\n",
       "      <td>2</td>\n",
       "      <td>8-15k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>48043861</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>4c6c42b160aaf57ba46b8073ed05fe3d</td>\n",
       "      <td>5f8f98648dbe6273dcf8515508u.jpg</td>\n",
       "      <td>12313159.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>622014ba19336433a93eee1108u.png</td>\n",
       "      <td>杭州沃驰科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12313159/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"9d2dc50834ab8960528d7...</td>\n",
       "      <td>[服饰类, 电子商务, 平台运营, 销售运营, 人工智能, 电商运营, 电商平台, to B]</td>\n",
       "      <td>20220525155438</td>\n",
       "      <td>2</td>\n",
       "      <td>18-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>45543313</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>9d2dc50834ab8960528d7fb02c79e639</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>12772717.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>米绮服饰</td>\n",
       "      <td>https://www.liepin.com/company/12772717/</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"17de41cf0b3462f45dead...</td>\n",
       "      <td>[电子商务, 电商运营, 跨境电商运营, 类目运营, 广告投放/流量运营, 电商平台]</td>\n",
       "      <td>20220228164237</td>\n",
       "      <td>2</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州</td>\n",
       "      <td>39425877</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>17de41cf0b3462f45deadeeda1b13ebe</td>\n",
       "      <td>60ab26697b88ca71cbff474d02u.png</td>\n",
       "      <td>12757211.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>广州振特进出口贸易有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12757211/</td>\n",
       "      <td>NaN</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"e81fc4dd78e0f579ab0df...</td>\n",
       "      <td>[渠道运营, 游戏策划, 游戏运营]</td>\n",
       "      <td>20220316095637</td>\n",
       "      <td>2</td>\n",
       "      <td>12-18k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>48085559</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>e81fc4dd78e0f579ab0df5eb697d380c</td>\n",
       "      <td>629878fd639a651d56b6630607u.png</td>\n",
       "      <td>12313159.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>622014ba19336433a93eee1108u.png</td>\n",
       "      <td>杭州沃驰科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12313159/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"504738ed8c799d3e03926...</td>\n",
       "      <td>[用户运营, 活动运营, 产品运营, 市场运营, 活动策划, 直播运营, 会员运营, 消费品...</td>\n",
       "      <td>20230130192222</td>\n",
       "      <td>2</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>广州</td>\n",
       "      <td>55640321</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>504738ed8c799d3e0392659c90dd7667</td>\n",
       "      <td>6179fa3c63fc884d8be1a9b908u.png</td>\n",
       "      <td>9512616.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>6264bdaacf984c53d94ad8f407u.png</td>\n",
       "      <td>信用生活(广州)智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/9512616/</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"11fe52ff5d0f798cb7c80...</td>\n",
       "      <td>[城市运营]</td>\n",
       "      <td>20230526092321</td>\n",
       "      <td>1</td>\n",
       "      <td>10-14k·14薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>44012727</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>11fe52ff5d0f798cb7c809583911b6dd</td>\n",
       "      <td>61c57e4f4dc29c7bda280efd07u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某移动出行服务公司</td>\n",
       "      <td></td>\n",
       "      <td>出行服务</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"42022bc1cfa03519a4e27...</td>\n",
       "      <td>[用户运营, 品牌运营, 平台运营, 策略运营]</td>\n",
       "      <td>20221230173247</td>\n",
       "      <td>2</td>\n",
       "      <td>40-70k·13薪</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>55282547</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>42022bc1cfa03519a4e27bf01577115d</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>2020322.0</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>5d3f908a81fb1a0d6f60102105u.jpg</td>\n",
       "      <td>唯品会(中国)</td>\n",
       "      <td>https://www.liepin.com/company/2020322/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>美股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"623c83aa0e4c6e3718121...</td>\n",
       "      <td>[社群运营]</td>\n",
       "      <td>20230224165301</td>\n",
       "      <td>2</td>\n",
       "      <td>7-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56468623</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>623c83aa0e4c6e37181213df1261b129</td>\n",
       "      <td>5f8f9865ea60860b75384fa508u.jpg</td>\n",
       "      <td>7912765.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>63bb86f7aca17c35448188a401u.png</td>\n",
       "      <td>浙江深大智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7912765/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"c8e69259218894e4bfd99...</td>\n",
       "      <td>[活动运营, 平台运营, 内容运营, 业务运营, 策略运营, 商品运营, 渠道推广, 渠道运...</td>\n",
       "      <td>20230428115221</td>\n",
       "      <td>1</td>\n",
       "      <td>12-15k</td>\n",
       "      <td>广州</td>\n",
       "      <td>44381499</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>c8e69259218894e4bfd99acdc35922ef</td>\n",
       "      <td>62abda4b4ac4b90923bb702702u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州酒店/民宿公司</td>\n",
       "      <td></td>\n",
       "      <td>酒店/民宿</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"29c1da40997339cd7059e...</td>\n",
       "      <td>[电商运营, 渠道电商运营]</td>\n",
       "      <td>20230331192644</td>\n",
       "      <td>1</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-海珠区</td>\n",
       "      <td>44928493</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>29c1da40997339cd7059ee7d5e93f898</td>\n",
       "      <td>5f8fa3baf6d1ab58476f324908u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td></td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"1\",\"userId\":\"b6639f8adbf7886312b86...</td>\n",
       "      <td>[渠道运营]</td>\n",
       "      <td>20230316151304</td>\n",
       "      <td>1</td>\n",
       "      <td>15-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>44469247</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>b6639f8adbf7886312b86ce8461f75b9</td>\n",
       "      <td>5f5b08549d37de587970f24107u.jpg</td>\n",
       "      <td>NaN</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>某广州机械/设备上市公司</td>\n",
       "      <td></td>\n",
       "      <td>机械/设备</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"5f2093dfaa22555f92776...</td>\n",
       "      <td>[商家运营, 旅游业, 景区票务, 景区营销, 景区智慧化, 数字景区, to B, to ...</td>\n",
       "      <td>20220717171327</td>\n",
       "      <td>2</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>51178537</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>5f2093dfaa22555f9277691e2244a2f5</td>\n",
       "      <td>6100cde47a06e56c9b48987003u.png</td>\n",
       "      <td>7912765.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>63bb86f7aca17c35448188a401u.png</td>\n",
       "      <td>浙江深大智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7912765/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"5f2093dfaa22555f92776...</td>\n",
       "      <td>[商家运营, 旅游业, 景区票务, 景区营销, 景区智慧化, 数字景区, to B, to ...</td>\n",
       "      <td>20221120211440</td>\n",
       "      <td>2</td>\n",
       "      <td>7-12k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>54138597</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>5f2093dfaa22555f9277691e2244a2f5</td>\n",
       "      <td>6100cde47a06e56c9b48987003u.png</td>\n",
       "      <td>7912765.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>63bb86f7aca17c35448188a401u.png</td>\n",
       "      <td>浙江深大智能科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/7912765/</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"839902b488443c7f9fc41...</td>\n",
       "      <td>[产品运营, 策略运营, 云计算/大数据, 数据运营]</td>\n",
       "      <td>20230217150737</td>\n",
       "      <td>2</td>\n",
       "      <td>30-50k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>56218065</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>839902b488443c7f9fc4192df270fae0</td>\n",
       "      <td>55b8d5a328ee3836dff301cd03a.png</td>\n",
       "      <td>7875590.0</td>\n",
       "      <td>1-49人</td>\n",
       "      <td>5bfe8f4174719d35745a672503a.png</td>\n",
       "      <td>上海方朋投资</td>\n",
       "      <td>https://www.liepin.com/company/7875590/</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"cea688243573b54961f79...</td>\n",
       "      <td>[游戏运营]</td>\n",
       "      <td>20220510102047</td>\n",
       "      <td>2</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州</td>\n",
       "      <td>49512169</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>cea688243573b54961f79cd61c462fd0</td>\n",
       "      <td>5f8f986aea60860b75384fab08u.jpg</td>\n",
       "      <td>9726261.0</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>5c8b3e32509919fa0e872fc508u.png</td>\n",
       "      <td>上海赤月信息技术有限公司广州分公司</td>\n",
       "      <td>https://www.liepin.com/company/9726261/</td>\n",
       "      <td>游戏</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...</td>\n",
       "      <td>{\"jobKind\":\"2\",\"userId\":\"4053cbba01c20394ecad8...</td>\n",
       "      <td>[社群运营, 广告投放/流量运营, 用户运营, 建筑业, 电商运营, 电子商务, 平台运营,...</td>\n",
       "      <td>20220330180401</td>\n",
       "      <td>2</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>48245379</td>\n",
       "      <td>False</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>False</td>\n",
       "      <td>4053cbba01c20394ecad8afdca2df96f</td>\n",
       "      <td>5f8f986bdfb13a7dee342f2108u.jpg</td>\n",
       "      <td>12754643.0</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>60c068699a086e00ba071c0e08u.png</td>\n",
       "      <td>广东云衣网络科技有限公司</td>\n",
       "      <td>https://www.liepin.com/company/12754643/</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "1   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "2   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "3   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "4   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "5   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "6   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "7   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "8   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "9   %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "10  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "11  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "12  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "13  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "14  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "15  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "16  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "17  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "18  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "19  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "20  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "21  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "22  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "23  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "24  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "25  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "26  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "27  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "28  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "29  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "30  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "31  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "32  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "33  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "34  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "35  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "36  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "37  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "38  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "39  %7B%22sfrom%22%3A%22search_job_pc%22%2C%22page...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"jobKind\":\"2\",\"userId\":\"c29e5107a85d7f59f2103...   \n",
       "1   {\"jobKind\":\"2\",\"userId\":\"06513b8d088347fef1d94...   \n",
       "2   {\"jobKind\":\"2\",\"userId\":\"06513b8d088347fef1d94...   \n",
       "3   {\"jobKind\":\"2\",\"userId\":\"2b9a1f86a57b80689c22a...   \n",
       "4   {\"jobKind\":\"2\",\"userId\":\"e036b40d52c117320193a...   \n",
       "5   {\"jobKind\":\"2\",\"userId\":\"746e06fa0c82e1ab0c079...   \n",
       "6   {\"jobKind\":\"1\",\"userId\":\"b6639f8adbf7886312b86...   \n",
       "7   {\"jobKind\":\"1\",\"userId\":\"1bc9cb0869d3c49b08b3c...   \n",
       "8   {\"jobKind\":\"2\",\"userId\":\"955810626991441b155fd...   \n",
       "9   {\"jobKind\":\"2\",\"userId\":\"a507beeb7550171da1052...   \n",
       "10  {\"jobKind\":\"2\",\"userId\":\"8d6c64e9a8de167f531c9...   \n",
       "11  {\"jobKind\":\"2\",\"userId\":\"68f5e10c17f63ef8b2cc7...   \n",
       "12  {\"jobKind\":\"2\",\"userId\":\"cdb34a4a3005a81f03ec3...   \n",
       "13  {\"jobKind\":\"2\",\"userId\":\"ff9f008cb447dd69490a8...   \n",
       "14  {\"jobKind\":\"2\",\"userId\":\"e9ae0c6d35b77d020104d...   \n",
       "15  {\"jobKind\":\"2\",\"userId\":\"597c4bf543fa8cfb9bb8f...   \n",
       "16  {\"jobKind\":\"2\",\"userId\":\"623c83aa0e4c6e3718121...   \n",
       "17  {\"jobKind\":\"2\",\"userId\":\"1cc3cf670da3571faf577...   \n",
       "18  {\"jobKind\":\"2\",\"userId\":\"c8cd346279b852cc04e36...   \n",
       "19  {\"jobKind\":\"2\",\"userId\":\"a0190b7f7130a7cf52af2...   \n",
       "20  {\"jobKind\":\"1\",\"userId\":\"8f586cada76a07b3bf848...   \n",
       "21  {\"jobKind\":\"2\",\"userId\":\"cb3ef134f73eba02694a8...   \n",
       "22  {\"jobKind\":\"2\",\"userId\":\"c89fac06092a53adbde61...   \n",
       "23  {\"jobKind\":\"2\",\"userId\":\"1adad5a7e77c686284d72...   \n",
       "24  {\"jobKind\":\"2\",\"userId\":\"4c6c42b160aaf57ba46b8...   \n",
       "25  {\"jobKind\":\"2\",\"userId\":\"9d2dc50834ab8960528d7...   \n",
       "26  {\"jobKind\":\"2\",\"userId\":\"17de41cf0b3462f45dead...   \n",
       "27  {\"jobKind\":\"2\",\"userId\":\"e81fc4dd78e0f579ab0df...   \n",
       "28  {\"jobKind\":\"2\",\"userId\":\"504738ed8c799d3e03926...   \n",
       "29  {\"jobKind\":\"1\",\"userId\":\"11fe52ff5d0f798cb7c80...   \n",
       "30  {\"jobKind\":\"2\",\"userId\":\"42022bc1cfa03519a4e27...   \n",
       "31  {\"jobKind\":\"2\",\"userId\":\"623c83aa0e4c6e3718121...   \n",
       "32  {\"jobKind\":\"1\",\"userId\":\"c8e69259218894e4bfd99...   \n",
       "33  {\"jobKind\":\"1\",\"userId\":\"29c1da40997339cd7059e...   \n",
       "34  {\"jobKind\":\"1\",\"userId\":\"b6639f8adbf7886312b86...   \n",
       "35  {\"jobKind\":\"2\",\"userId\":\"5f2093dfaa22555f92776...   \n",
       "36  {\"jobKind\":\"2\",\"userId\":\"5f2093dfaa22555f92776...   \n",
       "37  {\"jobKind\":\"2\",\"userId\":\"839902b488443c7f9fc41...   \n",
       "38  {\"jobKind\":\"2\",\"userId\":\"cea688243573b54961f79...   \n",
       "39  {\"jobKind\":\"2\",\"userId\":\"4053cbba01c20394ecad8...   \n",
       "\n",
       "                                           job.labels job.refreshTime  \\\n",
       "0                 [to C, 地推项目, 地推管理, 银行业, 机场场景, 发卡业务]  20230529121416   \n",
       "1   [英语, Shopify平台, 服装/纺织/皮革, 产品运营, 品牌运营, 电商网站, 跨境...  20230525114319   \n",
       "2                            [电商运营, 活动运营, 电子商务, 天猫平台]  20230417103620   \n",
       "3                      [产品运营, 数据运营, 用户运营, 策略运营, 线上运营]  20230522104936   \n",
       "4   [新媒体运营, 数据运营, 广告投放/流量运营, 自媒体运营, 内容运营, 策略运营, 信息...  20230531130728   \n",
       "5                                              [社群运营]  20230320165503   \n",
       "6   [数据运营, 新媒体运营, 广告投放/流量运营, 信息流投放, 自媒体运营, 内容运营, 策...  20230316150908   \n",
       "7   [数据运营, 新媒体运营, 广告投放/流量运营, 内容运营, 自媒体运营, 策略运营, 信息...  20230328105723   \n",
       "8   [用户运营, 数据分析, 私域运营, 社群运营, 社区运营, 批发/零售, to C, 微商...  20230601111909   \n",
       "9                           [运营编辑, 新媒体运营, 内容运营, 用户运营]  20230601092552   \n",
       "10                                             [产品运营]  20230504162727   \n",
       "11   [策略运营, 平台运营, 电商运营, 用户运营, 产品运营, 类目运营, 线上运营, to C]  20230529092013   \n",
       "12  [产品运营, 用户运营, IT/互联网/软件, 通信/网络设备, 云计算/大数据, 人工智能...  20230417164705   \n",
       "13  [用户运营, 社群运营, 汽车行业, 科技类, 微信公众号, 微博平台, 抖音平台, 小红书平台]  20221208104924   \n",
       "14                                       [电商运营, 网络推广]  20230516151637   \n",
       "15                                                 []  20230320143326   \n",
       "16                           [平台运营, 社群运营, 产品运营, 工具产品]  20230224165242   \n",
       "17                                             [社群运营]  20230418142455   \n",
       "18                                             [会员运营]  20230529134804   \n",
       "19                                       [客户服务, 工业物业]  20230529142154   \n",
       "20                     [市场推广, 广告投放, 用户运营, 活动运营, 数据运营]  20230527001021   \n",
       "21                                                 []  20230210155217   \n",
       "22                           [渠道运营, 媒介媒体, 服装服饰, 教育培训]  20200106114515   \n",
       "23                                               [文案]  20210426170229   \n",
       "24                                                 []  20221008111008   \n",
       "25    [服饰类, 电子商务, 平台运营, 销售运营, 人工智能, 电商运营, 电商平台, to B]  20220525155438   \n",
       "26        [电子商务, 电商运营, 跨境电商运营, 类目运营, 广告投放/流量运营, 电商平台]  20220228164237   \n",
       "27                                 [渠道运营, 游戏策划, 游戏运营]  20220316095637   \n",
       "28  [用户运营, 活动运营, 产品运营, 市场运营, 活动策划, 直播运营, 会员运营, 消费品...  20230130192222   \n",
       "29                                             [城市运营]  20230526092321   \n",
       "30                           [用户运营, 品牌运营, 平台运营, 策略运营]  20221230173247   \n",
       "31                                             [社群运营]  20230224165301   \n",
       "32  [活动运营, 平台运营, 内容运营, 业务运营, 策略运营, 商品运营, 渠道推广, 渠道运...  20230428115221   \n",
       "33                                     [电商运营, 渠道电商运营]  20230331192644   \n",
       "34                                             [渠道运营]  20230316151304   \n",
       "35  [商家运营, 旅游业, 景区票务, 景区营销, 景区智慧化, 数字景区, to B, to ...  20220717171327   \n",
       "36  [商家运营, 旅游业, 景区票务, 景区营销, 景区智慧化, 数字景区, to B, to ...  20221120211440   \n",
       "37                        [产品运营, 策略运营, 云计算/大数据, 数据运营]  20230217150737   \n",
       "38                                             [游戏运营]  20220510102047   \n",
       "39  [社群运营, 广告投放/流量运营, 用户运营, 建筑业, 电商运营, 电子商务, 平台运营,...  20220330180401   \n",
       "\n",
       "   job.jobKind  job.salary  job.dq job.jobId  job.advViewFlag  job.topJob  \\\n",
       "0            2      12-20k  广州-白云区  58842811             True        True   \n",
       "1            2      20-35k      广州  58835957             True        True   \n",
       "2            2      15-25k      广州  56275751             True        True   \n",
       "3            2  10-13k·13薪  广州-番禺区  58598339            False       False   \n",
       "4            2      15-25k  广州-番禺区  56900867            False       False   \n",
       "5            2  15-30k·14薪      广州  57121373            False       False   \n",
       "6            1      15-25k  广州-番禺区  44469011            False       False   \n",
       "7            1  16-25k·13薪      广州  44794187            False       False   \n",
       "8            2      30-35k  广州-海珠区  57854491            False       False   \n",
       "9            2       9-15k  广州-越秀区  57499403            False       False   \n",
       "10           2  25-50k·13薪  广州-天河区  57561325            False       False   \n",
       "11           2  60-90k·13薪  广州-越秀区  56284791            False       False   \n",
       "12           2      12-18k      广州  57576295            False       False   \n",
       "13           2      15-25k  广州-番禺区  51204635            False       False   \n",
       "14           2      10-15k  广州-天河区  58589391            False       False   \n",
       "15           2      15-25k      广州  57110705            False       False   \n",
       "16           2       8-13k      广州  56468581            False       False   \n",
       "17           2       8-12k  广州-天河区  57898673            False       False   \n",
       "18           2      10-18k  广州-从化区  53172765            False       False   \n",
       "19           2      15-20k  广州-天河区  58915029            False       False   \n",
       "20           1      30-60k      广州  45869113            False       False   \n",
       "21           2       8-18k  广州-天河区  50430419            False       False   \n",
       "22           2       8-12k  广州-越秀区  25154861            False       False   \n",
       "23           2      10-20k  广州-海珠区  34121927            False       False   \n",
       "24           2       8-15k  广州-天河区  48043861            False       False   \n",
       "25           2      18-20k  广州-白云区  45543313            False       False   \n",
       "26           2      15-20k      广州  39425877            False       False   \n",
       "27           2      12-18k  广州-天河区  48085559            False       False   \n",
       "28           2      11-22k      广州  55640321            False       False   \n",
       "29           1  10-14k·14薪  广州-黄埔区  44012727            False       False   \n",
       "30           2  40-70k·13薪  广州-海珠区  55282547            False       False   \n",
       "31           2       7-10k  广州-天河区  56468623            False       False   \n",
       "32           1      12-15k      广州  44381499            False       False   \n",
       "33           1      25-35k  广州-海珠区  44928493            False       False   \n",
       "34           1      15-25k  广州-番禺区  44469247            False       False   \n",
       "35           2       7-12k  广州-天河区  51178537            False       False   \n",
       "36           2       7-12k  广州-天河区  54138597            False       False   \n",
       "37           2      30-50k  广州-天河区  56218065            False       False   \n",
       "38           2      20-25k      广州  49512169            False       False   \n",
       "39           2      10-15k  广州-越秀区  48245379            False       False   \n",
       "\n",
       "    ... recruiter.chatted             recruiter.recruiterId  \\\n",
       "0   ...             False  c29e5107a85d7f59f2103b77fd9bd7ff   \n",
       "1   ...             False  06513b8d088347fef1d94b32ad7621f3   \n",
       "2   ...             False  06513b8d088347fef1d94b32ad7621f3   \n",
       "3   ...             False  2b9a1f86a57b80689c22ab08f15c817a   \n",
       "4   ...             False  e036b40d52c117320193ae1deef880a5   \n",
       "5   ...             False  746e06fa0c82e1ab0c079a6a2e1e5721   \n",
       "6   ...             False  b6639f8adbf7886312b86ce8461f75b9   \n",
       "7   ...             False  1bc9cb0869d3c49b08b3c40ed22d10f2   \n",
       "8   ...             False  955810626991441b155fda8eb2e25813   \n",
       "9   ...             False  a507beeb7550171da10527d2cf6099e7   \n",
       "10  ...             False  8d6c64e9a8de167f531c9532b70c17a2   \n",
       "11  ...             False  68f5e10c17f63ef8b2cc7608f0819d3b   \n",
       "12  ...             False  cdb34a4a3005a81f03ec30b7fbb4a06f   \n",
       "13  ...             False  ff9f008cb447dd69490a848badef76d1   \n",
       "14  ...             False  e9ae0c6d35b77d020104d2aba3164681   \n",
       "15  ...             False  597c4bf543fa8cfb9bb8f0bbca7d1159   \n",
       "16  ...             False  623c83aa0e4c6e37181213df1261b129   \n",
       "17  ...             False  1cc3cf670da3571faf577239c6cef45c   \n",
       "18  ...             False  c8cd346279b852cc04e368df3304866f   \n",
       "19  ...             False  a0190b7f7130a7cf52af269e5292563b   \n",
       "20  ...             False  8f586cada76a07b3bf848130a81f1307   \n",
       "21  ...             False  cb3ef134f73eba02694a81e5fad3d094   \n",
       "22  ...             False  c89fac06092a53adbde61679d9381f23   \n",
       "23  ...             False  1adad5a7e77c686284d7287c45aba26c   \n",
       "24  ...             False  4c6c42b160aaf57ba46b8073ed05fe3d   \n",
       "25  ...             False  9d2dc50834ab8960528d7fb02c79e639   \n",
       "26  ...             False  17de41cf0b3462f45deadeeda1b13ebe   \n",
       "27  ...             False  e81fc4dd78e0f579ab0df5eb697d380c   \n",
       "28  ...             False  504738ed8c799d3e0392659c90dd7667   \n",
       "29  ...             False  11fe52ff5d0f798cb7c809583911b6dd   \n",
       "30  ...             False  42022bc1cfa03519a4e27bf01577115d   \n",
       "31  ...             False  623c83aa0e4c6e37181213df1261b129   \n",
       "32  ...             False  c8e69259218894e4bfd99acdc35922ef   \n",
       "33  ...             False  29c1da40997339cd7059ee7d5e93f898   \n",
       "34  ...             False  b6639f8adbf7886312b86ce8461f75b9   \n",
       "35  ...             False  5f2093dfaa22555f9277691e2244a2f5   \n",
       "36  ...             False  5f2093dfaa22555f9277691e2244a2f5   \n",
       "37  ...             False  839902b488443c7f9fc4192df270fae0   \n",
       "38  ...             False  cea688243573b54961f79cd61c462fd0   \n",
       "39  ...             False  4053cbba01c20394ecad8afdca2df96f   \n",
       "\n",
       "           recruiter.recruiterPhoto comp.compId comp.compScale  \\\n",
       "0   5f8f98698dbe6273dcf8516008u.jpg   8134487.0       100-499人   \n",
       "1   5f8f9863f6d1ab58476f246a08u.jpg  13273589.0       100-499人   \n",
       "2   5f8f9863f6d1ab58476f246a08u.jpg  13273589.0       100-499人   \n",
       "3   5f8f9863f6d1ab58476f246a08u.jpg  12489773.0       100-499人   \n",
       "4   5f8f986aea60860b75384fab08u.jpg   7898133.0     2000-5000人   \n",
       "5   5f8f98698dbe6273dcf8516008u.jpg   8547388.0       10000人以上   \n",
       "6   5f5b08549d37de587970f24107u.jpg         NaN    5000-10000人   \n",
       "7   5cec8666d3ced44864631b6807u.png         NaN    5000-10000人   \n",
       "8   60398d2f7c8d91493278584808u.png   8116383.0    5000-10000人   \n",
       "9   5f8f9866dfb13a7dee342f1808u.jpg   7889168.0       100-499人   \n",
       "10  5f8f9868f6d1ab58476f24a008u.jpg   8382009.0     1000-2000人   \n",
       "11  5f8f9865ea60860b75384fa508u.jpg   8847575.0       10000人以上   \n",
       "12  5f8f986bdfb13a7dee342f2108u.jpg   8382009.0     1000-2000人   \n",
       "13  611e5e245c73fb0cf61904b401u.png   9550328.0     1000-2000人   \n",
       "14  5f8f98648dbe6273dcf8515508u.jpg   8854855.0       100-499人   \n",
       "15  54d1e787712eb4f6b84c67e301a.jpg   7892457.0       500-999人   \n",
       "16  5f8f9865ea60860b75384fa508u.jpg   7912765.0       500-999人   \n",
       "17  5f8f986aea60860b75384fab08u.jpg   9084372.0          1-49人   \n",
       "18  5f8f986aea60860b75384fab08u.jpg  13207835.0       500-999人   \n",
       "19  5f8f986779c7cc70efbf36c008u.jpg   8055243.0       100-499人   \n",
       "20  5b3973658e5058f164824b4a04a.jpg         NaN          1-49人   \n",
       "21  5f8f9865ea60860b75384fa508u.jpg  12313159.0       100-499人   \n",
       "22  5f8f9865ea60860b75384fa508u.jpg  10275675.0         50-99人   \n",
       "23  5f8f986779c7cc70efbf36c008u.jpg   7876702.0     2000-5000人   \n",
       "24  5f8f98648dbe6273dcf8515508u.jpg  12313159.0       100-499人   \n",
       "25  5f8f986aea60860b75384fab08u.jpg  12772717.0       100-499人   \n",
       "26  60ab26697b88ca71cbff474d02u.png  12757211.0          1-49人   \n",
       "27  629878fd639a651d56b6630607u.png  12313159.0       100-499人   \n",
       "28  6179fa3c63fc884d8be1a9b908u.png   9512616.0       100-499人   \n",
       "29  61c57e4f4dc29c7bda280efd07u.png         NaN       100-499人   \n",
       "30  5f8f9865ea60860b75384fa508u.jpg   2020322.0       10000人以上   \n",
       "31  5f8f9865ea60860b75384fa508u.jpg   7912765.0       500-999人   \n",
       "32  62abda4b4ac4b90923bb702702u.png         NaN       100-499人   \n",
       "33  5f8fa3baf6d1ab58476f324908u.png         NaN         50-99人   \n",
       "34  5f5b08549d37de587970f24107u.jpg         NaN    5000-10000人   \n",
       "35  6100cde47a06e56c9b48987003u.png   7912765.0       500-999人   \n",
       "36  6100cde47a06e56c9b48987003u.png   7912765.0       500-999人   \n",
       "37  55b8d5a328ee3836dff301cd03a.png   7875590.0          1-49人   \n",
       "38  5f8f986aea60860b75384fab08u.jpg   9726261.0       500-999人   \n",
       "39  5f8f986bdfb13a7dee342f2108u.jpg  12754643.0       100-499人   \n",
       "\n",
       "                      comp.compLogo       comp.compName  \\\n",
       "0   6461c95d1ceb9103db2b3d8205u.png                龙腾出行   \n",
       "1   62ec7db24e5f1302d7f8221d01u.png          广州简卓商贸有限公司   \n",
       "2   62ec7db24e5f1302d7f8221d01u.png          广州简卓商贸有限公司   \n",
       "3   620f0f194683bc2048ab4b6204u.png                广州卓远   \n",
       "4   54d1ea1b712e7147fd819ad002c.png              三雄极光照明   \n",
       "5   6242b195ca47ff43908033f907u.png            广电运通金融电子   \n",
       "6   60e2fe0bf3df194a3c48adb502u.png        某广州机械/设备上市公司   \n",
       "7   60e2fe0bf3df194a3c48adb502u.png               某知名公司   \n",
       "8   5bfe994374719df0ac9999a303a.png                 钱大妈   \n",
       "9   5fab4df50c57e56b1d14dfe006u.png                新媒股份   \n",
       "10  5bfe978474719df0ac993ea303a.png  中讯邮电咨询设计院有限公司广东分公司   \n",
       "11  6295b59079452e421251cacb03u.png                  朴朴   \n",
       "12  5bfe978474719df0ac993ea303a.png  中讯邮电咨询设计院有限公司广东分公司   \n",
       "13  5d00cd29501544662c97ebe001u.jpg                合创汽车   \n",
       "14  59bb74a770328eecdbaf843704a.png           蜂助手股份有限公司   \n",
       "15  5bfea11474719d2aa34c16b103a.png                易幻网络   \n",
       "16  63bb86f7aca17c35448188a401u.png        浙江深大智能科技有限公司   \n",
       "17  61b07937d0458d53c627567e02u.jpg        广州悦信文化传播有限公司   \n",
       "18  62972dd1ea39204aaa93f00006u.png      广东天人山水旅游管理有限公司   \n",
       "19  60b73d327cc07936e59f4d2507u.png                智汇集团   \n",
       "20  60e2fe0bf3df194a3c48adb502u.png               某创业平台   \n",
       "21  622014ba19336433a93eee1108u.png          杭州沃驰科技有限公司   \n",
       "22  5e12acda29d83a67543a985904u.jpg      广州格瑞纵横投资发展有限公司   \n",
       "23  5bfe9cee74719d2aa34b4a8c03a.png                朗新科技   \n",
       "24  622014ba19336433a93eee1108u.png          杭州沃驰科技有限公司   \n",
       "25  61b07937d0458d53c627567e02u.jpg                米绮服饰   \n",
       "26  61b07937d0458d53c627567e02u.jpg       广州振特进出口贸易有限公司   \n",
       "27  622014ba19336433a93eee1108u.png          杭州沃驰科技有限公司   \n",
       "28  6264bdaacf984c53d94ad8f407u.png    信用生活(广州)智能科技有限公司   \n",
       "29  60e2fe0bf3df194a3c48adb502u.png           某移动出行服务公司   \n",
       "30  5d3f908a81fb1a0d6f60102105u.jpg             唯品会(中国)   \n",
       "31  63bb86f7aca17c35448188a401u.png        浙江深大智能科技有限公司   \n",
       "32  60e2fe0bf3df194a3c48adb502u.png          某广州酒店/民宿公司   \n",
       "33  60e2fe0bf3df194a3c48adb502u.png               某知名公司   \n",
       "34  60e2fe0bf3df194a3c48adb502u.png        某广州机械/设备上市公司   \n",
       "35  63bb86f7aca17c35448188a401u.png        浙江深大智能科技有限公司   \n",
       "36  63bb86f7aca17c35448188a401u.png        浙江深大智能科技有限公司   \n",
       "37  5bfe8f4174719d35745a672503a.png              上海方朋投资   \n",
       "38  5c8b3e32509919fa0e872fc508u.png   上海赤月信息技术有限公司广州分公司   \n",
       "39  60c068699a086e00ba071c0e08u.png        广东云衣网络科技有限公司   \n",
       "\n",
       "                                   comp.link comp.compIndustry comp.compStage  \n",
       "0    https://www.liepin.com/company/8134487/               互联网            NaN  \n",
       "1   https://www.liepin.com/company/13273589/             批发/零售          融资未公开  \n",
       "2   https://www.liepin.com/company/13273589/             批发/零售          融资未公开  \n",
       "3   https://www.liepin.com/company/12489773/                游戏            NaN  \n",
       "4    https://www.liepin.com/company/7898133/       电子/半导体/集成电路         沪深A股上市  \n",
       "5    https://www.liepin.com/company/8547388/             计算机软件         沪深A股上市  \n",
       "6                                                        机械/设备            已上市  \n",
       "7                                                        机械/设备            已上市  \n",
       "8    https://www.liepin.com/company/8116383/               新零售            NaN  \n",
       "9    https://www.liepin.com/company/7889168/               互联网         沪深A股上市  \n",
       "10   https://www.liepin.com/company/8382009/              通信设备            NaN  \n",
       "11   https://www.liepin.com/company/8847575/              电子商务             C轮  \n",
       "12   https://www.liepin.com/company/8382009/              通信设备            NaN  \n",
       "13   https://www.liepin.com/company/9550328/              整车制造            NaN  \n",
       "14   https://www.liepin.com/company/8854855/           生活服务O2O          融资未公开  \n",
       "15   https://www.liepin.com/company/7892457/                游戏           战略投资  \n",
       "16   https://www.liepin.com/company/7912765/               互联网            NaN  \n",
       "17   https://www.liepin.com/company/9084372/               互联网          融资未公开  \n",
       "18  https://www.liepin.com/company/13207835/                旅游            NaN  \n",
       "19   https://www.liepin.com/company/8055243/               租赁业          融资未公开  \n",
       "20                                                        专业服务            NaN  \n",
       "21  https://www.liepin.com/company/12313159/             计算机软件          融资未公开  \n",
       "22  https://www.liepin.com/company/10275675/            专业技术服务            NaN  \n",
       "23   https://www.liepin.com/company/7876702/             计算机软件            已上市  \n",
       "24  https://www.liepin.com/company/12313159/             计算机软件          融资未公开  \n",
       "25  https://www.liepin.com/company/12772717/          服装/纺织/皮革            NaN  \n",
       "26  https://www.liepin.com/company/12757211/               NaN            NaN  \n",
       "27  https://www.liepin.com/company/12313159/             计算机软件          融资未公开  \n",
       "28   https://www.liepin.com/company/9512616/             计算机软件             A轮  \n",
       "29                                                        出行服务          融资未公开  \n",
       "30   https://www.liepin.com/company/2020322/               互联网           美股上市  \n",
       "31   https://www.liepin.com/company/7912765/               互联网            NaN  \n",
       "32                                                       酒店/民宿          融资未公开  \n",
       "33                                                       批发/零售            NaN  \n",
       "34                                                       机械/设备            已上市  \n",
       "35   https://www.liepin.com/company/7912765/               互联网            NaN  \n",
       "36   https://www.liepin.com/company/7912765/               互联网            NaN  \n",
       "37   https://www.liepin.com/company/7875590/          基金/证券/期货            NaN  \n",
       "38   https://www.liepin.com/company/9726261/                游戏          融资未公开  \n",
       "39  https://www.liepin.com/company/12754643/              电子商务            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(data_liepin['data']['data']['jobCardList']) #格式化数据.json_normalize"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "da4f1ae2",
   "metadata": {},
   "source": [
    "# 翻页数据\n",
    "* currentPage = [0,1,2...20]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "id": "ee64ecd3",
   "metadata": {},
   "outputs": [],
   "source": [
    "payload['data']['mainSearchPcConditionForm']['currentPage']='2'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "31812079",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 0, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 1, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 2, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 3, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 4, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 5, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 6, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 7, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 8, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 9, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 10, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 11, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 12, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 13, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 14, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 15, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 16, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 17, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 18, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 19, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n",
      "{'data': {'mainSearchPcConditionForm': {'city': '050020', 'dq': '050020', 'pubTime': '', 'currentPage': 20, 'pageSize': 40, 'key': '产品经理', 'suggestTag': '', 'workYearCode': '3$5', 'compId': '', 'compName': '', 'compTag': '', 'industry': '', 'salary': '', 'jobKind': '', 'compScale': '', 'compKind': '', 'compStage': '', 'eduLevel': ''}, 'passThroughForm': {'scene': 'condition', 'skId': '077aiz4ovoahdrar5dafds7vvjz28spb', 'fkId': 'rhqhg2rxeyzpz6733d58zmnhyntry3wb', 'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa', 'suggest': None}}}\n",
      "\n"
     ]
    }
   ],
   "source": [
    "for page in range(21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage'] = page\n",
    "    print(payload)\n",
    "    print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "37d1a508",
   "metadata": {},
   "outputs": [
    {
     "ename": "KeyboardInterrupt",
     "evalue": "",
     "output_type": "error",
     "traceback": [
      "\u001b[1;31m---------------------------------------------------------------------------\u001b[0m",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m                         Traceback (most recent call last)",
      "Cell \u001b[1;32mIn[13], line 6\u001b[0m\n\u001b[0;32m      4\u001b[0m     payload[\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mmainSearchPcConditionForm\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mcurrentPage\u001b[39m\u001b[38;5;124m'\u001b[39m] \u001b[38;5;241m=\u001b[39m page\n\u001b[0;32m      5\u001b[0m \u001b[38;5;66;03m#   print(page)\u001b[39;00m\n\u001b[1;32m----> 6\u001b[0m     r \u001b[38;5;241m=\u001b[39m \u001b[43mrequests\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mpost\u001b[49m\u001b[43m(\u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\u001b[43mdata\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mjson\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdumps\u001b[49m\u001b[43m(\u001b[49m\u001b[43mpayload\u001b[49m\u001b[43m)\u001b[49m\u001b[43m,\u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m)\u001b[49m \u001b[38;5;66;03m#请求\u001b[39;00m\n\u001b[0;32m      7\u001b[0m     results\u001b[38;5;241m.\u001b[39mappend(r\u001b[38;5;241m.\u001b[39mjson())\n\u001b[0;32m      8\u001b[0m     results_df\u001b[38;5;241m.\u001b[39mappend(pd\u001b[38;5;241m.\u001b[39mjson_normalize(results[\u001b[38;5;241m0\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mdata\u001b[39m\u001b[38;5;124m'\u001b[39m][\u001b[38;5;124m'\u001b[39m\u001b[38;5;124mjobCardList\u001b[39m\u001b[38;5;124m'\u001b[39m])) \u001b[38;5;66;03m# 请求的数据进行表格输出\u001b[39;00m\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\requests\\api.py:115\u001b[0m, in \u001b[0;36mpost\u001b[1;34m(url, data, json, **kwargs)\u001b[0m\n\u001b[0;32m    103\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mpost\u001b[39m(url, data\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, json\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs):\n\u001b[0;32m    104\u001b[0m \u001b[38;5;250m    \u001b[39m\u001b[38;5;124mr\u001b[39m\u001b[38;5;124;03m\"\"\"Sends a POST request.\u001b[39;00m\n\u001b[0;32m    105\u001b[0m \n\u001b[0;32m    106\u001b[0m \u001b[38;5;124;03m    :param url: URL for the new :class:`Request` object.\u001b[39;00m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    112\u001b[0m \u001b[38;5;124;03m    :rtype: requests.Response\u001b[39;00m\n\u001b[0;32m    113\u001b[0m \u001b[38;5;124;03m    \"\"\"\u001b[39;00m\n\u001b[1;32m--> 115\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m request(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mpost\u001b[39m\u001b[38;5;124m\"\u001b[39m, url, data\u001b[38;5;241m=\u001b[39mdata, json\u001b[38;5;241m=\u001b[39mjson, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\requests\\api.py:59\u001b[0m, in \u001b[0;36mrequest\u001b[1;34m(method, url, **kwargs)\u001b[0m\n\u001b[0;32m     55\u001b[0m \u001b[38;5;66;03m# By using the 'with' statement we are sure the session is closed, thus we\u001b[39;00m\n\u001b[0;32m     56\u001b[0m \u001b[38;5;66;03m# avoid leaving sockets open which can trigger a ResourceWarning in some\u001b[39;00m\n\u001b[0;32m     57\u001b[0m \u001b[38;5;66;03m# cases, and look like a memory leak in others.\u001b[39;00m\n\u001b[0;32m     58\u001b[0m \u001b[38;5;28;01mwith\u001b[39;00m sessions\u001b[38;5;241m.\u001b[39mSession() \u001b[38;5;28;01mas\u001b[39;00m session:\n\u001b[1;32m---> 59\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m session\u001b[38;5;241m.\u001b[39mrequest(method\u001b[38;5;241m=\u001b[39mmethod, url\u001b[38;5;241m=\u001b[39murl, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\requests\\sessions.py:587\u001b[0m, in \u001b[0;36mSession.request\u001b[1;34m(self, method, url, params, data, headers, cookies, files, auth, timeout, allow_redirects, proxies, hooks, stream, verify, cert, json)\u001b[0m\n\u001b[0;32m    582\u001b[0m send_kwargs \u001b[38;5;241m=\u001b[39m {\n\u001b[0;32m    583\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mtimeout\u001b[39m\u001b[38;5;124m\"\u001b[39m: timeout,\n\u001b[0;32m    584\u001b[0m     \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mallow_redirects\u001b[39m\u001b[38;5;124m\"\u001b[39m: allow_redirects,\n\u001b[0;32m    585\u001b[0m }\n\u001b[0;32m    586\u001b[0m send_kwargs\u001b[38;5;241m.\u001b[39mupdate(settings)\n\u001b[1;32m--> 587\u001b[0m resp \u001b[38;5;241m=\u001b[39m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msend(prep, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39msend_kwargs)\n\u001b[0;32m    589\u001b[0m \u001b[38;5;28;01mreturn\u001b[39;00m resp\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\requests\\sessions.py:701\u001b[0m, in \u001b[0;36mSession.send\u001b[1;34m(self, request, **kwargs)\u001b[0m\n\u001b[0;32m    698\u001b[0m start \u001b[38;5;241m=\u001b[39m preferred_clock()\n\u001b[0;32m    700\u001b[0m \u001b[38;5;66;03m# Send the request\u001b[39;00m\n\u001b[1;32m--> 701\u001b[0m r \u001b[38;5;241m=\u001b[39m adapter\u001b[38;5;241m.\u001b[39msend(request, \u001b[38;5;241m*\u001b[39m\u001b[38;5;241m*\u001b[39mkwargs)\n\u001b[0;32m    703\u001b[0m \u001b[38;5;66;03m# Total elapsed time of the request (approximately)\u001b[39;00m\n\u001b[0;32m    704\u001b[0m elapsed \u001b[38;5;241m=\u001b[39m preferred_clock() \u001b[38;5;241m-\u001b[39m start\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\requests\\adapters.py:489\u001b[0m, in \u001b[0;36mHTTPAdapter.send\u001b[1;34m(self, request, stream, timeout, verify, cert, proxies)\u001b[0m\n\u001b[0;32m    487\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[0;32m    488\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m chunked:\n\u001b[1;32m--> 489\u001b[0m         resp \u001b[38;5;241m=\u001b[39m \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43murlopen\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    490\u001b[0m \u001b[43m            \u001b[49m\u001b[43mmethod\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    491\u001b[0m \u001b[43m            \u001b[49m\u001b[43murl\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    492\u001b[0m \u001b[43m            \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    493\u001b[0m \u001b[43m            \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mrequest\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    494\u001b[0m \u001b[43m            \u001b[49m\u001b[43mredirect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    495\u001b[0m \u001b[43m            \u001b[49m\u001b[43massert_same_host\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    496\u001b[0m \u001b[43m            \u001b[49m\u001b[43mpreload_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    497\u001b[0m \u001b[43m            \u001b[49m\u001b[43mdecode_content\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43;01mFalse\u001b[39;49;00m\u001b[43m,\u001b[49m\n\u001b[0;32m    498\u001b[0m \u001b[43m            \u001b[49m\u001b[43mretries\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mmax_retries\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    499\u001b[0m \u001b[43m            \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    500\u001b[0m \u001b[43m        \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    502\u001b[0m     \u001b[38;5;66;03m# Send the request.\u001b[39;00m\n\u001b[0;32m    503\u001b[0m     \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    504\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(conn, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mproxy_pool\u001b[39m\u001b[38;5;124m\"\u001b[39m):\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\urllib3\\connectionpool.py:703\u001b[0m, in \u001b[0;36mHTTPConnectionPool.urlopen\u001b[1;34m(self, method, url, body, headers, retries, redirect, assert_same_host, timeout, pool_timeout, release_conn, chunked, body_pos, **response_kw)\u001b[0m\n\u001b[0;32m    700\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_prepare_proxy(conn)\n\u001b[0;32m    702\u001b[0m \u001b[38;5;66;03m# Make the request on the httplib connection object.\u001b[39;00m\n\u001b[1;32m--> 703\u001b[0m httplib_response \u001b[38;5;241m=\u001b[39m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_make_request\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    704\u001b[0m \u001b[43m    \u001b[49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    705\u001b[0m \u001b[43m    \u001b[49m\u001b[43mmethod\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    706\u001b[0m \u001b[43m    \u001b[49m\u001b[43murl\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    707\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtimeout\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtimeout_obj\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    708\u001b[0m \u001b[43m    \u001b[49m\u001b[43mbody\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mbody\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    709\u001b[0m \u001b[43m    \u001b[49m\u001b[43mheaders\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mheaders\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    710\u001b[0m \u001b[43m    \u001b[49m\u001b[43mchunked\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mchunked\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    711\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    713\u001b[0m \u001b[38;5;66;03m# If we're going to release the connection in ``finally:``, then\u001b[39;00m\n\u001b[0;32m    714\u001b[0m \u001b[38;5;66;03m# the response doesn't need to know about the connection. Otherwise\u001b[39;00m\n\u001b[0;32m    715\u001b[0m \u001b[38;5;66;03m# it will also try to release it and we'll have a double-release\u001b[39;00m\n\u001b[0;32m    716\u001b[0m \u001b[38;5;66;03m# mess.\u001b[39;00m\n\u001b[0;32m    717\u001b[0m response_conn \u001b[38;5;241m=\u001b[39m conn \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m release_conn \u001b[38;5;28;01melse\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\urllib3\\connectionpool.py:386\u001b[0m, in \u001b[0;36mHTTPConnectionPool._make_request\u001b[1;34m(self, conn, method, url, timeout, chunked, **httplib_request_kw)\u001b[0m\n\u001b[0;32m    384\u001b[0m \u001b[38;5;66;03m# Trigger any extra validation we need to do.\u001b[39;00m\n\u001b[0;32m    385\u001b[0m \u001b[38;5;28;01mtry\u001b[39;00m:\n\u001b[1;32m--> 386\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_validate_conn\u001b[49m\u001b[43m(\u001b[49m\u001b[43mconn\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    387\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (SocketTimeout, BaseSSLError) \u001b[38;5;28;01mas\u001b[39;00m e:\n\u001b[0;32m    388\u001b[0m     \u001b[38;5;66;03m# Py2 raises this as a BaseSSLError, Py3 raises it as socket timeout.\u001b[39;00m\n\u001b[0;32m    389\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39m_raise_timeout(err\u001b[38;5;241m=\u001b[39me, url\u001b[38;5;241m=\u001b[39murl, timeout_value\u001b[38;5;241m=\u001b[39mconn\u001b[38;5;241m.\u001b[39mtimeout)\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\urllib3\\connectionpool.py:1042\u001b[0m, in \u001b[0;36mHTTPSConnectionPool._validate_conn\u001b[1;34m(self, conn)\u001b[0m\n\u001b[0;32m   1040\u001b[0m \u001b[38;5;66;03m# Force connect early to allow us to validate the connection.\u001b[39;00m\n\u001b[0;32m   1041\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mgetattr\u001b[39m(conn, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124msock\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;28;01mNone\u001b[39;00m):  \u001b[38;5;66;03m# AppEngine might not have  `.sock`\u001b[39;00m\n\u001b[1;32m-> 1042\u001b[0m     \u001b[43mconn\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mconnect\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1044\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m conn\u001b[38;5;241m.\u001b[39mis_verified:\n\u001b[0;32m   1045\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m   1046\u001b[0m         (\n\u001b[0;32m   1047\u001b[0m             \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mUnverified HTTPS request is being made to host \u001b[39m\u001b[38;5;124m'\u001b[39m\u001b[38;5;132;01m%s\u001b[39;00m\u001b[38;5;124m'\u001b[39m\u001b[38;5;124m. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m   1052\u001b[0m         InsecureRequestWarning,\n\u001b[0;32m   1053\u001b[0m     )\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\urllib3\\connection.py:419\u001b[0m, in \u001b[0;36mHTTPSConnection.connect\u001b[1;34m(self)\u001b[0m\n\u001b[0;32m    410\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m    411\u001b[0m     \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mca_certs\n\u001b[0;32m    412\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;129;01mnot\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mca_cert_dir\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    415\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(context, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mload_default_certs\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    416\u001b[0m ):\n\u001b[0;32m    417\u001b[0m     context\u001b[38;5;241m.\u001b[39mload_default_certs()\n\u001b[1;32m--> 419\u001b[0m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock \u001b[38;5;241m=\u001b[39m \u001b[43mssl_wrap_socket\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    420\u001b[0m \u001b[43m    \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mconn\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    421\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkeyfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    422\u001b[0m \u001b[43m    \u001b[49m\u001b[43mcertfile\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mcert_file\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    423\u001b[0m \u001b[43m    \u001b[49m\u001b[43mkey_password\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mkey_password\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    424\u001b[0m \u001b[43m    \u001b[49m\u001b[43mca_certs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_certs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    425\u001b[0m \u001b[43m    \u001b[49m\u001b[43mca_cert_dir\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_cert_dir\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    426\u001b[0m \u001b[43m    \u001b[49m\u001b[43mca_cert_data\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mca_cert_data\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    427\u001b[0m \u001b[43m    \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    428\u001b[0m \u001b[43m    \u001b[49m\u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    429\u001b[0m \u001b[43m    \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    430\u001b[0m \u001b[43m\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    432\u001b[0m \u001b[38;5;66;03m# If we're using all defaults and the connection\u001b[39;00m\n\u001b[0;32m    433\u001b[0m \u001b[38;5;66;03m# is TLSv1 or TLSv1.1 we throw a DeprecationWarning\u001b[39;00m\n\u001b[0;32m    434\u001b[0m \u001b[38;5;66;03m# for the host.\u001b[39;00m\n\u001b[0;32m    435\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m (\n\u001b[0;32m    436\u001b[0m     default_ssl_context\n\u001b[0;32m    437\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mssl_version \u001b[38;5;129;01mis\u001b[39;00m \u001b[38;5;28;01mNone\u001b[39;00m\n\u001b[0;32m    438\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mhasattr\u001b[39m(\u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mversion\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[0;32m    439\u001b[0m     \u001b[38;5;129;01mand\u001b[39;00m \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msock\u001b[38;5;241m.\u001b[39mversion() \u001b[38;5;129;01min\u001b[39;00m {\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTLSv1\u001b[39m\u001b[38;5;124m\"\u001b[39m, \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mTLSv1.1\u001b[39m\u001b[38;5;124m\"\u001b[39m}\n\u001b[0;32m    440\u001b[0m ):\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\urllib3\\util\\ssl_.py:449\u001b[0m, in \u001b[0;36mssl_wrap_socket\u001b[1;34m(sock, keyfile, certfile, cert_reqs, ca_certs, server_hostname, ssl_version, ciphers, ssl_context, ca_cert_dir, key_password, ca_cert_data, tls_in_tls)\u001b[0m\n\u001b[0;32m    437\u001b[0m     warnings\u001b[38;5;241m.\u001b[39mwarn(\n\u001b[0;32m    438\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mAn HTTPS request has been made, but the SNI (Server Name \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[0;32m    439\u001b[0m         \u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mIndication) extension to TLS is not available on this platform. \u001b[39m\u001b[38;5;124m\"\u001b[39m\n\u001b[1;32m   (...)\u001b[0m\n\u001b[0;32m    445\u001b[0m         SNIMissingWarning,\n\u001b[0;32m    446\u001b[0m     )\n\u001b[0;32m    448\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m send_sni:\n\u001b[1;32m--> 449\u001b[0m     ssl_sock \u001b[38;5;241m=\u001b[39m \u001b[43m_ssl_wrap_socket_impl\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    450\u001b[0m \u001b[43m        \u001b[49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mcontext\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mtls_in_tls\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\n\u001b[0;32m    451\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    452\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    453\u001b[0m     ssl_sock \u001b[38;5;241m=\u001b[39m _ssl_wrap_socket_impl(sock, context, tls_in_tls)\n",
      "File \u001b[1;32mD:\\Python\\lib\\site-packages\\urllib3\\util\\ssl_.py:493\u001b[0m, in \u001b[0;36m_ssl_wrap_socket_impl\u001b[1;34m(sock, ssl_context, tls_in_tls, server_hostname)\u001b[0m\n\u001b[0;32m    490\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m SSLTransport(sock, ssl_context, server_hostname)\n\u001b[0;32m    492\u001b[0m \u001b[38;5;28;01mif\u001b[39;00m server_hostname:\n\u001b[1;32m--> 493\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[43mssl_context\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mwrap_socket\u001b[49m\u001b[43m(\u001b[49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\u001b[43m \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m    494\u001b[0m \u001b[38;5;28;01melse\u001b[39;00m:\n\u001b[0;32m    495\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m ssl_context\u001b[38;5;241m.\u001b[39mwrap_socket(sock)\n",
      "File \u001b[1;32mD:\\Python\\lib\\ssl.py:513\u001b[0m, in \u001b[0;36mSSLContext.wrap_socket\u001b[1;34m(self, sock, server_side, do_handshake_on_connect, suppress_ragged_eofs, server_hostname, session)\u001b[0m\n\u001b[0;32m    507\u001b[0m \u001b[38;5;28;01mdef\u001b[39;00m \u001b[38;5;21mwrap_socket\u001b[39m(\u001b[38;5;28mself\u001b[39m, sock, server_side\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mFalse\u001b[39;00m,\n\u001b[0;32m    508\u001b[0m                 do_handshake_on_connect\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m    509\u001b[0m                 suppress_ragged_eofs\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mTrue\u001b[39;00m,\n\u001b[0;32m    510\u001b[0m                 server_hostname\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m, session\u001b[38;5;241m=\u001b[39m\u001b[38;5;28;01mNone\u001b[39;00m):\n\u001b[0;32m    511\u001b[0m     \u001b[38;5;66;03m# SSLSocket class handles server_hostname encoding before it calls\u001b[39;00m\n\u001b[0;32m    512\u001b[0m     \u001b[38;5;66;03m# ctx._wrap_socket()\u001b[39;00m\n\u001b[1;32m--> 513\u001b[0m     \u001b[38;5;28;01mreturn\u001b[39;00m \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43msslsocket_class\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_create\u001b[49m\u001b[43m(\u001b[49m\n\u001b[0;32m    514\u001b[0m \u001b[43m        \u001b[49m\u001b[43msock\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msock\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    515\u001b[0m \u001b[43m        \u001b[49m\u001b[43mserver_side\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_side\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    516\u001b[0m \u001b[43m        \u001b[49m\u001b[43mdo_handshake_on_connect\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mdo_handshake_on_connect\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    517\u001b[0m \u001b[43m        \u001b[49m\u001b[43msuppress_ragged_eofs\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msuppress_ragged_eofs\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    518\u001b[0m \u001b[43m        \u001b[49m\u001b[43mserver_hostname\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43mserver_hostname\u001b[49m\u001b[43m,\u001b[49m\n\u001b[0;32m    519\u001b[0m \u001b[43m        \u001b[49m\u001b[43mcontext\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[38;5;28;43mself\u001b[39;49m\u001b[43m,\u001b[49m\n\u001b[0;32m    520\u001b[0m \u001b[43m        \u001b[49m\u001b[43msession\u001b[49m\u001b[38;5;241;43m=\u001b[39;49m\u001b[43msession\u001b[49m\n\u001b[0;32m    521\u001b[0m \u001b[43m    \u001b[49m\u001b[43m)\u001b[49m\n",
      "File \u001b[1;32mD:\\Python\\lib\\ssl.py:1071\u001b[0m, in \u001b[0;36mSSLSocket._create\u001b[1;34m(cls, sock, server_side, do_handshake_on_connect, suppress_ragged_eofs, server_hostname, context, session)\u001b[0m\n\u001b[0;32m   1068\u001b[0m         \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0.0\u001b[39m:\n\u001b[0;32m   1069\u001b[0m             \u001b[38;5;66;03m# non-blocking\u001b[39;00m\n\u001b[0;32m   1070\u001b[0m             \u001b[38;5;28;01mraise\u001b[39;00m \u001b[38;5;167;01mValueError\u001b[39;00m(\u001b[38;5;124m\"\u001b[39m\u001b[38;5;124mdo_handshake_on_connect should not be specified for non-blocking sockets\u001b[39m\u001b[38;5;124m\"\u001b[39m)\n\u001b[1;32m-> 1071\u001b[0m         \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_handshake\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1072\u001b[0m \u001b[38;5;28;01mexcept\u001b[39;00m (\u001b[38;5;167;01mOSError\u001b[39;00m, \u001b[38;5;167;01mValueError\u001b[39;00m):\n\u001b[0;32m   1073\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39mclose()\n",
      "File \u001b[1;32mD:\\Python\\lib\\ssl.py:1342\u001b[0m, in \u001b[0;36mSSLSocket.do_handshake\u001b[1;34m(self, block)\u001b[0m\n\u001b[0;32m   1340\u001b[0m     \u001b[38;5;28;01mif\u001b[39;00m timeout \u001b[38;5;241m==\u001b[39m \u001b[38;5;241m0.0\u001b[39m \u001b[38;5;129;01mand\u001b[39;00m block:\n\u001b[0;32m   1341\u001b[0m         \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msettimeout(\u001b[38;5;28;01mNone\u001b[39;00m)\n\u001b[1;32m-> 1342\u001b[0m     \u001b[38;5;28;43mself\u001b[39;49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43m_sslobj\u001b[49m\u001b[38;5;241;43m.\u001b[39;49m\u001b[43mdo_handshake\u001b[49m\u001b[43m(\u001b[49m\u001b[43m)\u001b[49m\n\u001b[0;32m   1343\u001b[0m \u001b[38;5;28;01mfinally\u001b[39;00m:\n\u001b[0;32m   1344\u001b[0m     \u001b[38;5;28mself\u001b[39m\u001b[38;5;241m.\u001b[39msettimeout(timeout)\n",
      "\u001b[1;31mKeyboardInterrupt\u001b[0m: "
     ]
    }
   ],
   "source": [
    "results = []\n",
    "results_df = []\n",
    "for page in range(0,21):\n",
    "    payload['data']['mainSearchPcConditionForm']['currentPage'] = page\n",
    "#   print(page)\n",
    "\n",
    "     #请求\n",
    "    results.append(r.json())\n",
    "    results_df.append(pd.json_normalize(results[0]['data']['data']['jobCardList'])) # 请求的数据进行表格输出\n",
    "#   print()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "54cbb3c9",
   "metadata": {},
   "outputs": [],
   "source": [
    "results_df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "2e3fe788",
   "metadata": {},
   "outputs": [],
   "source": [
    "results"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7d5dc6ff",
   "metadata": {},
   "source": [
    "# 数据整理成为表格\n",
    "* pandas中的concat方法（因为数据比较规整）"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "id": "25189565",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.jobKind</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>%7B%22jobId%22%3A%2256599163%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...</td>\n",
       "      <td>[产品经理, 产品策划, 产品开发, 护肤品开发, 竞品分析, 消费者研究]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-22k</td>\n",
       "      <td>56599163</td>\n",
       "      <td>True</td>\n",
       "      <td>20230523091823</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>廖女士</td>\n",
       "      <td>hr</td>\n",
       "      <td>08c47b29111d53f9128b5c5e955e54ca</td>\n",
       "      <td>日化</td>\n",
       "      <td>8268689.0</td>\n",
       "      <td>雅丽洁集团</td>\n",
       "      <td>5c2728c5570cb1037dc2f50606u.png</td>\n",
       "      <td>https://www.liepin.com/company/8268689/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>%7B%22jobId%22%3A%2257635749%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>口腔产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>57635749</td>\n",
       "      <td>True</td>\n",
       "      <td>20230522155255</td>\n",
       "      <td>True</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>9f412d916bb7f4fc2bb7667df57e2265</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>7953428.0</td>\n",
       "      <td>美莱整形</td>\n",
       "      <td>5bfea5c374719d2aa34cea8003a.png</td>\n",
       "      <td>https://www.liepin.com/company/7953428/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...</td>\n",
       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>57794503</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...</td>\n",
       "      <td>[游戏]</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>45369359</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...</td>\n",
       "      <td>[智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>45726229</td>\n",
       "      <td>False</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9f229bd577e8dedd716419452dc11978</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>[证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>57115027</td>\n",
       "      <td>False</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...</td>\n",
       "      <td>[社区/社交产品, 中期开发迭代, 拉新]</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>15-23k·13薪</td>\n",
       "      <td>58599593</td>\n",
       "      <td>False</td>\n",
       "      <td>20230516174048</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>符女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>9065749cbf80f19a52e5febada28512c</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（临床）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>50523789</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524090746</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td></td>\n",
       "      <td>b4e62c69708243ce8d86c9271f8d0f63</td>\n",
       "      <td>制药</td>\n",
       "      <td>8770675.0</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>6204d5c82d249250e33f030008u.png</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                             dataInfo  \\\n",
       "0   %7B%22jobId%22%3A%2256599163%22%2C%22pageSize%...   \n",
       "1   %7B%22jobId%22%3A%2257635749%22%2C%22pageSize%...   \n",
       "2   %7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...   \n",
       "3   %7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...   \n",
       "4   %7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...   \n",
       "..                                                ...   \n",
       "35  %7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...   \n",
       "36  %7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...   \n",
       "37  %7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...   \n",
       "38  %7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...   \n",
       "39  %7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...   \n",
       "1   {\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...   \n",
       "2   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "3   {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       "4   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "..                                                ...   \n",
       "35  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...   \n",
       "36  {\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...   \n",
       "37  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "38  {\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...   \n",
       "39  {\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0              [产品经理, 产品策划, 产品开发, 护肤品开发, 竞品分析, 消费者研究]   \n",
       "1                                                  []   \n",
       "2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "3        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]   \n",
       "4   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       "..                                                ...   \n",
       "35                                               [游戏]   \n",
       "36  [智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...   \n",
       "37  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...   \n",
       "38                              [社区/社交产品, 中期开发迭代, 拉新]   \n",
       "39                                                 []   \n",
       "\n",
       "                      job.title  job.salary job.jobId  job.topJob  \\\n",
       "0                          产品经理      15-22k  56599163        True   \n",
       "1                        口腔产品经理      15-20k  57635749        True   \n",
       "2   产品经理（化妆品原料）/Product Manager        薪资面议  50965433       False   \n",
       "3           产品经理Product Manager      20-25k  57679297       False   \n",
       "4             助理产品经理（化妆品原料）/APM        薪资面议  57794503       False   \n",
       "..                          ...         ...       ...         ...   \n",
       "35            高级项目管理PM（游戏研发）-正编  20-35k·16薪  45369359       False   \n",
       "36                      APP产品经理      20-35k  45726229       False   \n",
       "37                   研究所数字化产品经理      25-35k  57115027       False   \n",
       "38                       移动产品经理  15-23k·13薪  58599593       False   \n",
       "39                     产品经理（临床）  12-20k·13薪  50523789       False   \n",
       "\n",
       "   job.refreshTime  job.advViewFlag job.jobKind  ... recruiter.recruiterName  \\\n",
       "0   20230523091823             True           2  ...                     廖女士   \n",
       "1   20230522155255             True           2  ...                     王女士   \n",
       "2   20230524102051            False           2  ...                     吴女士   \n",
       "3   20230410215438            False           2  ...                     樊女士   \n",
       "4   20230524102051            False           2  ...                     吴女士   \n",
       "..             ...              ...         ...  ...                     ...   \n",
       "35  20230418144859            False           1  ...                     谢先生   \n",
       "36  20230506133944            False           1  ...                     宋女士   \n",
       "37  20230320152604            False           2  ...                     杨先生   \n",
       "38  20230516174048            False           2  ...                     符女士   \n",
       "39  20230524090746            False           2  ...                     王女士   \n",
       "\n",
       "   recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                        hr  08c47b29111d53f9128b5c5e955e54ca   \n",
       "1                      人事经理  9f412d916bb7f4fc2bb7667df57e2265   \n",
       "2             HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "3                       HRM  74207202b9a1882cbe061eb681f898fc   \n",
       "4             HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "..                      ...                               ...   \n",
       "35                     猎头顾问  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       "36                     猎头顾问  9f229bd577e8dedd716419452dc11978   \n",
       "37                     产品总监  c0e374fde64faf9fd285fc3f92448b7c   \n",
       "38                     招聘经理  9065749cbf80f19a52e5febada28512c   \n",
       "39                           b4e62c69708243ce8d86c9271f8d0f63   \n",
       "\n",
       "   comp.compIndustry comp.compId    comp.compName  \\\n",
       "0                 日化   8268689.0            雅丽洁集团   \n",
       "1               医疗机构   7953428.0             美莱整形   \n",
       "2             贸易/进出口   8112968.0             仙婷集团   \n",
       "3               IT服务  13315477.0   广州市新目标电子商务有限公司   \n",
       "4             贸易/进出口   8112968.0             仙婷集团   \n",
       "..               ...         ...              ...   \n",
       "35               互联网         NaN         某大型互联网公司   \n",
       "36          货运/物流/仓储         NaN  某广州大型货运/物流/仓储公司   \n",
       "37          基金/证券/期货   1421537.0             广发证券   \n",
       "38              电子商务   9886227.0             丹霄技术   \n",
       "39                制药   8770675.0             泉能药业   \n",
       "\n",
       "                      comp.compLogo                                 comp.link  \\\n",
       "0   5c2728c5570cb1037dc2f50606u.png   https://www.liepin.com/company/8268689/   \n",
       "1   5bfea5c374719d2aa34cea8003a.png   https://www.liepin.com/company/7953428/   \n",
       "2   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       "3   61b07937d0458d53c627567e02u.jpg  https://www.liepin.com/company/13315477/   \n",
       "4   6274ee6d04a5ff469b10880402u.png   https://www.liepin.com/company/8112968/   \n",
       "..                              ...                                       ...   \n",
       "35  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       "36  60e2fe0bf3df194a3c48adb502u.png                                             \n",
       "37  5bfea33774719d2aa34c7eb903a.png   https://www.liepin.com/company/1421537/   \n",
       "38  60af42bdd7e0220766018e7304u.png   https://www.liepin.com/company/9886227/   \n",
       "39  6204d5c82d249250e33f030008u.png   https://www.liepin.com/company/8770675/   \n",
       "\n",
       "   comp.compScale comp.compStage  \n",
       "0      1000-2000人            NaN  \n",
       "1      1000-2000人            NaN  \n",
       "2          50-99人            NaN  \n",
       "3        100-499人            NaN  \n",
       "4          50-99人            NaN  \n",
       "..            ...            ...  \n",
       "35       10000人以上          融资未公开  \n",
       "36       10000人以上            已上市  \n",
       "37    5000-10000人            已上市  \n",
       "38       100-499人            NaN  \n",
       "39       100-499人            NaN  \n",
       "\n",
       "[240 rows x 31 columns]"
      ]
     },
     "execution_count": 14,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.concat(results_df)\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "d906b3b5",
   "metadata": {},
   "outputs": [],
   "source": [
    "df.to_excel('liepin_PM_0510.xlsx')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7800a897",
   "metadata": {},
   "source": [
    "# 数据分析\n",
    "> 1.pandas\n",
    "> 2.pyecharts(bokeh,matplotlab,seaborn,echarts)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "64438645",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2256599163%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...</td>\n",
       "      <td>['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-22k</td>\n",
       "      <td>56599163</td>\n",
       "      <td>True</td>\n",
       "      <td>20230523091823</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>廖女士</td>\n",
       "      <td>hr</td>\n",
       "      <td>08c47b29111d53f9128b5c5e955e54ca</td>\n",
       "      <td>日化</td>\n",
       "      <td>8268689.0</td>\n",
       "      <td>雅丽洁集团</td>\n",
       "      <td>5c2728c5570cb1037dc2f50606u.png</td>\n",
       "      <td>https://www.liepin.com/company/8268689/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2257635749%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>口腔产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>57635749</td>\n",
       "      <td>True</td>\n",
       "      <td>20230522155255</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>9f412d916bb7f4fc2bb7667df57e2265</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>7953428.0</td>\n",
       "      <td>美莱整形</td>\n",
       "      <td>5bfea5c374719d2aa34cea8003a.png</td>\n",
       "      <td>https://www.liepin.com/company/7953428/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...</td>\n",
       "      <td>['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞...</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS'...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>57794503</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...</td>\n",
       "      <td>['游戏']</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>45369359</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...</td>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>45726229</td>\n",
       "      <td>False</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9f229bd577e8dedd716419452dc11978</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>57115027</td>\n",
       "      <td>False</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...</td>\n",
       "      <td>['社区/社交产品', '中期开发迭代', '拉新']</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>15-23k·13薪</td>\n",
       "      <td>58599593</td>\n",
       "      <td>False</td>\n",
       "      <td>20230516174048</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>符女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>9065749cbf80f19a52e5febada28512c</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（临床）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>50523789</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524090746</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>b4e62c69708243ce8d86c9271f8d0f63</td>\n",
       "      <td>制药</td>\n",
       "      <td>8770675.0</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>6204d5c82d249250e33f030008u.png</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobId%22%3A%2256599163%22%2C%22pageSize%...   \n",
       "1             1  %7B%22jobId%22%3A%2257635749%22%2C%22pageSize%...   \n",
       "2             2  %7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...   \n",
       "3             3  %7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...   \n",
       "4             4  %7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...   \n",
       "..          ...                                                ...   \n",
       "235          35  %7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...   \n",
       "236          36  %7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...   \n",
       "237          37  %7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...   \n",
       "238          38  %7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...   \n",
       "239          39  %7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...   \n",
       "1    {\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...   \n",
       "2    {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "3    {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       "4    {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "..                                                 ...   \n",
       "235  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...   \n",
       "236  {\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...   \n",
       "237  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "238  {\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...   \n",
       "239  {\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...   \n",
       "\n",
       "                                            job.labels  \\\n",
       "0    ['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者...   \n",
       "1                                                   []   \n",
       "2    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   \n",
       "3    ['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞...   \n",
       "4    ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS'...   \n",
       "..                                                 ...   \n",
       "235                                             ['游戏']   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...   \n",
       "238                        ['社区/社交产品', '中期开发迭代', '拉新']   \n",
       "239                                                 []   \n",
       "\n",
       "                       job.title  job.salary  job.jobId  job.topJob  \\\n",
       "0                           产品经理      15-22k   56599163        True   \n",
       "1                         口腔产品经理      15-20k   57635749        True   \n",
       "2    产品经理（化妆品原料）/Product Manager        薪资面议   50965433       False   \n",
       "3            产品经理Product Manager      20-25k   57679297       False   \n",
       "4              助理产品经理（化妆品原料）/APM        薪资面议   57794503       False   \n",
       "..                           ...         ...        ...         ...   \n",
       "235            高级项目管理PM（游戏研发）-正编  20-35k·16薪   45369359       False   \n",
       "236                      APP产品经理      20-35k   45726229       False   \n",
       "237                   研究所数字化产品经理      25-35k   57115027       False   \n",
       "238                       移动产品经理  15-23k·13薪   58599593       False   \n",
       "239                     产品经理（临床）  12-20k·13薪   50523789       False   \n",
       "\n",
       "     job.refreshTime  job.advViewFlag  ...  recruiter.recruiterName  \\\n",
       "0     20230523091823             True  ...                      廖女士   \n",
       "1     20230522155255             True  ...                      王女士   \n",
       "2     20230524102051            False  ...                      吴女士   \n",
       "3     20230410215438            False  ...                      樊女士   \n",
       "4     20230524102051            False  ...                      吴女士   \n",
       "..               ...              ...  ...                      ...   \n",
       "235   20230418144859            False  ...                      谢先生   \n",
       "236   20230506133944            False  ...                      宋女士   \n",
       "237   20230320152604            False  ...                      杨先生   \n",
       "238   20230516174048            False  ...                      符女士   \n",
       "239   20230524090746            False  ...                      王女士   \n",
       "\n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                         hr  08c47b29111d53f9128b5c5e955e54ca   \n",
       "1                       人事经理  9f412d916bb7f4fc2bb7667df57e2265   \n",
       "2              HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "3                        HRM  74207202b9a1882cbe061eb681f898fc   \n",
       "4              HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "..                       ...                               ...   \n",
       "235                     猎头顾问  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       "236                     猎头顾问  9f229bd577e8dedd716419452dc11978   \n",
       "237                     产品总监  c0e374fde64faf9fd285fc3f92448b7c   \n",
       "238                     招聘经理  9065749cbf80f19a52e5febada28512c   \n",
       "239                      NaN  b4e62c69708243ce8d86c9271f8d0f63   \n",
       "\n",
       "     comp.compIndustry comp.compId    comp.compName  \\\n",
       "0                   日化   8268689.0            雅丽洁集团   \n",
       "1                 医疗机构   7953428.0             美莱整形   \n",
       "2               贸易/进出口   8112968.0             仙婷集团   \n",
       "3                 IT服务  13315477.0   广州市新目标电子商务有限公司   \n",
       "4               贸易/进出口   8112968.0             仙婷集团   \n",
       "..                 ...         ...              ...   \n",
       "235                互联网         NaN         某大型互联网公司   \n",
       "236           货运/物流/仓储         NaN  某广州大型货运/物流/仓储公司   \n",
       "237           基金/证券/期货   1421537.0             广发证券   \n",
       "238               电子商务   9886227.0             丹霄技术   \n",
       "239                 制药   8770675.0             泉能药业   \n",
       "\n",
       "                       comp.compLogo  \\\n",
       "0    5c2728c5570cb1037dc2f50606u.png   \n",
       "1    5bfea5c374719d2aa34cea8003a.png   \n",
       "2    6274ee6d04a5ff469b10880402u.png   \n",
       "3    61b07937d0458d53c627567e02u.jpg   \n",
       "4    6274ee6d04a5ff469b10880402u.png   \n",
       "..                               ...   \n",
       "235  60e2fe0bf3df194a3c48adb502u.png   \n",
       "236  60e2fe0bf3df194a3c48adb502u.png   \n",
       "237  5bfea33774719d2aa34c7eb903a.png   \n",
       "238  60af42bdd7e0220766018e7304u.png   \n",
       "239  6204d5c82d249250e33f030008u.png   \n",
       "\n",
       "                                    comp.link comp.compScale  comp.compStage  \n",
       "0     https://www.liepin.com/company/8268689/     1000-2000人             NaN  \n",
       "1     https://www.liepin.com/company/7953428/     1000-2000人             NaN  \n",
       "2     https://www.liepin.com/company/8112968/         50-99人             NaN  \n",
       "3    https://www.liepin.com/company/13315477/       100-499人             NaN  \n",
       "4     https://www.liepin.com/company/8112968/         50-99人             NaN  \n",
       "..                                        ...            ...             ...  \n",
       "235                                       NaN       10000人以上           融资未公开  \n",
       "236                                       NaN       10000人以上             已上市  \n",
       "237   https://www.liepin.com/company/1421537/    5000-10000人             已上市  \n",
       "238   https://www.liepin.com/company/9886227/       100-499人             NaN  \n",
       "239   https://www.liepin.com/company/8770675/       100-499人             NaN  \n",
       "\n",
       "[240 rows x 32 columns]"
      ]
     },
     "execution_count": 16,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "7406f0fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "6"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(results)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "69c04482",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "{'flag': 1,\n",
       " 'data': {'data': {'jobCardList': [{'job': {'labels': ['产品经理',\n",
       "       '产品策划',\n",
       "       '产品开发',\n",
       "       '护肤品开发',\n",
       "       '竞品分析',\n",
       "       '消费者研究'],\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-22k',\n",
       "      'jobId': '56599163',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230523091823',\n",
       "      'advViewFlag': True,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956599163.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=0&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=0',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '大专'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256599163%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'e734cbea2c095358cc809655362a8e54',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5c2f1c75570cb1037dc6f24208u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '廖女士',\n",
       "      'recruiterTitle': 'hr',\n",
       "      'recruiterId': '08c47b29111d53f9128b5c5e955e54ca'},\n",
       "     'comp': {'compIndustry': '日化',\n",
       "      'compId': 8268689,\n",
       "      'compName': '雅丽洁集团',\n",
       "      'compLogo': '5c2728c5570cb1037dc2f50606u.png',\n",
       "      'link': 'https://www.liepin.com/company/8268689/',\n",
       "      'compScale': '1000-2000人'},\n",
       "     'dataParams': '{\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"jobId\":\"56599163\",\"imId\":\"e734cbea2c095358cc809655362a8e54\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5c2f1c75570cb1037dc6f24208u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"廖女士\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '口腔产品经理',\n",
       "      'salary': '15-20k',\n",
       "      'jobId': '57635749',\n",
       "      'topJob': True,\n",
       "      'refreshTime': '20230522155255',\n",
       "      'advViewFlag': True,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-越秀区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957635749.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=1&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=1',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257635749%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'd64d7ca7da8ed89fbbc616e954f3a657',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '601e5dd309f00f0851fa393b07u.png',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '人事经理',\n",
       "      'recruiterId': '9f412d916bb7f4fc2bb7667df57e2265'},\n",
       "     'comp': {'compIndustry': '医疗机构',\n",
       "      'compId': 7953428,\n",
       "      'compName': '美莱整形',\n",
       "      'compLogo': '5bfea5c374719d2aa34cea8003a.png',\n",
       "      'link': 'https://www.liepin.com/company/7953428/',\n",
       "      'compScale': '1000-2000人'},\n",
       "     'dataParams': '{\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"jobId\":\"57635749\",\"imId\":\"d64d7ca7da8ed89fbbc616e954f3a657\",\"imUserType\":\"2\",\"recruiterPhoto\":\"601e5dd309f00f0851fa393b07u.png\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\"}'},\n",
       "    {'job': {'labels': ['英语',\n",
       "       '市场推广',\n",
       "       '市场拓展',\n",
       "       '渠道策划',\n",
       "       '市场策划',\n",
       "       '市场调研分析',\n",
       "       '乙方公司背景',\n",
       "       'to B',\n",
       "       '大客户',\n",
       "       '无销售性质'],\n",
       "      'title': '产品经理（化妆品原料）/Product Manager',\n",
       "      'salary': '薪资面议',\n",
       "      'jobId': '50965433',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230524102051',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1950965433.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=2&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=2',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '0ce6f53a162e27cc9427b88c78d2ff1f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR Specialist',\n",
       "      'recruiterId': '14799e1bef289c70aa9b550257de7ea8'},\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compId': 8112968,\n",
       "      'compName': '仙婷集团',\n",
       "      'compLogo': '6274ee6d04a5ff469b10880402u.png',\n",
       "      'link': 'https://www.liepin.com/company/8112968/',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"jobId\":\"50965433\",\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\"}'},\n",
       "    {'job': {'labels': ['工具产品',\n",
       "       '数据产品',\n",
       "       '平台产品',\n",
       "       '科研/技术服务',\n",
       "       '数据分析',\n",
       "       '竞品分析',\n",
       "       'SQL'],\n",
       "      'title': '产品经理Product Manager',\n",
       "      'salary': '20-25k',\n",
       "      'jobId': '57679297',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230410215438',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-番禺区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957679297.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=3&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=3',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257679297%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'c161b9ea744ffb27d0e00b26797bdaff',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '樊女士',\n",
       "      'recruiterTitle': 'HRM',\n",
       "      'recruiterId': '74207202b9a1882cbe061eb681f898fc'},\n",
       "     'comp': {'compIndustry': 'IT服务',\n",
       "      'compId': 13315477,\n",
       "      'compName': '广州市新目标电子商务有限公司',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/13315477/',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"jobId\":\"57679297\",\"imId\":\"c161b9ea744ffb27d0e00b26797bdaff\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"樊女士\"}'},\n",
       "    {'job': {'labels': ['化妆品原料',\n",
       "       '市场推广',\n",
       "       '产品策划',\n",
       "       '产品运营',\n",
       "       '产品规划',\n",
       "       'PS',\n",
       "       'PPT',\n",
       "       '研讨会',\n",
       "       '活性物',\n",
       "       '护肤品'],\n",
       "      'title': '助理产品经理（化妆品原料）/APM',\n",
       "      'salary': '薪资面议',\n",
       "      'jobId': '57794503',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230524102051',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957794503.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=4&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=4',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257794503%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '0ce6f53a162e27cc9427b88c78d2ff1f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '吴女士',\n",
       "      'recruiterTitle': 'HR Specialist',\n",
       "      'recruiterId': '14799e1bef289c70aa9b550257de7ea8'},\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compId': 8112968,\n",
       "      'compName': '仙婷集团',\n",
       "      'compLogo': '6274ee6d04a5ff469b10880402u.png',\n",
       "      'link': 'https://www.liepin.com/company/8112968/',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"jobId\":\"57794503\",\"imId\":\"0ce6f53a162e27cc9427b88c78d2ff1f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"吴女士\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '化妆品原料产品经理',\n",
       "      'salary': '30-45k·14薪',\n",
       "      'jobId': '45379571',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230507193936',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/45379571.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=5&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=5',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士及以上'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245379571%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '14a8accf08a04a521806a0cca0964ad2',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '6334ed78b3675f2b6ab1bc9801u.jpeg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '9780c9933530029971f2c48a1f2fc365'},\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compName': '某知名公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"jobId\":\"45379571\",\"imId\":\"14a8accf08a04a521806a0cca0964ad2\",\"imUserType\":\"2\",\"recruiterPhoto\":\"6334ed78b3675f2b6ab1bc9801u.jpeg\",\"jobKind\":\"1\",\"recruiterName\":\"陈女士\"}'},\n",
       "    {'job': {'labels': ['化妆品', 'to B'],\n",
       "      'title': '产品经理',\n",
       "      'salary': '25-29k',\n",
       "      'jobId': '45380041',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230425140852',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州-天河区',\n",
       "      'link': 'https://www.liepin.com/a/45380041.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=6&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=6',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245380041%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'c55d8c37c29999932efebeb7f272cb14',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62a6c09a08bee4201e5c618f05u.png',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '朱女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '7660709be664be56c32a8aef2aff706d'},\n",
       "     'comp': {'compIndustry': '贸易/进出口',\n",
       "      'compName': '某广州贸易进出口公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"jobId\":\"45380041\",\"imId\":\"c55d8c37c29999932efebeb7f272cb14\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62a6c09a08bee4201e5c618f05u.png\",\"jobKind\":\"1\",\"recruiterName\":\"朱女士\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': 'Assistant Product Manager / Product Manager',\n",
       "      'salary': '15-25k·13薪',\n",
       "      'jobId': '57513943',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230524094629',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957513943.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=7&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=7',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257513943%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'fb94d0eef421593a509db46caffb89c7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '谢女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterId': 'ccfed7449a759b2cf7778dde1bad5db7'},\n",
       "     'comp': {'compIndustry': '日化',\n",
       "      'compId': 2061455,\n",
       "      'compName': '曼秀雷敦',\n",
       "      'compLogo': '555c2acba3109367c320a8c601a.png',\n",
       "      'link': 'https://www.liepin.com/company/2061455/',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"jobId\":\"57513943\",\"imId\":\"fb94d0eef421593a509db46caffb89c7\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"谢女士\"}'},\n",
       "    {'job': {'labels': ['策略产品',\n",
       "       '数据产品',\n",
       "       '平台产品',\n",
       "       '计算机软件',\n",
       "       '产品优化',\n",
       "       '团队管理',\n",
       "       '用户研究',\n",
       "       '产品设计',\n",
       "       '数据分析',\n",
       "       '数据挖掘'],\n",
       "      'title': '产品经理（企业数字化转型）',\n",
       "      'salary': '6-10k',\n",
       "      'jobId': '56295007',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230221094711',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956295007.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=8&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=8',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256295007%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'beff7093463e459a613348042573671f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '黎先生',\n",
       "      'recruiterTitle': '招聘主管',\n",
       "      'recruiterId': 'ed79e9abb562c2c2e3f3af8aab9ad0d7'},\n",
       "     'comp': {'compIndustry': '通信设备',\n",
       "      'compId': 7863327,\n",
       "      'compName': '润建股份',\n",
       "      'compStage': '沪深A股上市',\n",
       "      'compLogo': '5cc116c89fae687d43343d7308u.png',\n",
       "      'link': 'https://www.liepin.com/company/7863327/',\n",
       "      'compScale': '5000-10000人'},\n",
       "     'dataParams': '{\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"jobId\":\"56295007\",\"imId\":\"beff7093463e459a613348042573671f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"黎先生\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '数码产品经理',\n",
       "      'salary': '薪资面议',\n",
       "      'jobId': '43037645',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20210913204744',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1943037645.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=9&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=9',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2243037645%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'bd0efb08acc7704271de52c3bc0b6279',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张先生',\n",
       "      'recruiterTitle': '112',\n",
       "      'recruiterId': '80a35acbf6b5573c5c8cd7b9f6ba8101'},\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compId': 2664546,\n",
       "      'compName': '汇丰软件',\n",
       "      'compStage': '其他',\n",
       "      'compLogo': '5bfe92c174719d9f609a7b9603a.png',\n",
       "      'link': 'https://www.liepin.com/company/2664546/',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'dataParams': '{\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"jobId\":\"43037645\",\"imId\":\"bd0efb08acc7704271de52c3bc0b6279\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"张先生\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '产品经理（工业消洗产品）',\n",
       "      'salary': '12-30k',\n",
       "      'jobId': '35923437',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220319162445',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1935923437.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=10&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=10',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2235923437%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '18f5af2ced812a43d6a9d1214a39013b',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '7f371db882206fccd2bdf1809a52d3e6'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compId': 7932064,\n",
       "      'compName': '广东环凯微生物科技有限公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfe8edd74719d35745a548603a.png',\n",
       "      'link': 'https://www.liepin.com/company/7932064/',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"jobId\":\"35923437\",\"imId\":\"18f5af2ced812a43d6a9d1214a39013b\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"陈女士\"}'},\n",
       "    {'job': {'labels': ['商品管理', '产品企划', '商品运营'],\n",
       "      'title': '产品经理-产品企划（鞋类）(J13091)',\n",
       "      'salary': '14-28k·16薪',\n",
       "      'jobId': '50466807',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221116184947',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1950466807.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=11&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=11',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2250466807%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'feaaf399e43a569d29323863fa1c0b93',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈先生',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '3466dbf14ff3a1923d3d8a2c8cd5b370'},\n",
       "     'comp': {'compIndustry': '服装/纺织/皮革',\n",
       "      'compId': 13032765,\n",
       "      'compName': '斯凯奇中国',\n",
       "      'compLogo': '628c584cb244352e0e92248608u.png',\n",
       "      'link': 'https://www.liepin.com/company/13032765/',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'dataParams': '{\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"jobId\":\"50466807\",\"imId\":\"feaaf399e43a569d29323863fa1c0b93\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"陈先生\"}'},\n",
       "    {'job': {'labels': ['生物工程', '微生物研究', '试剂', '制药企业', '生物企业'],\n",
       "      'title': '微生物检测产品经理（制药或食品行业方向）',\n",
       "      'salary': '15-20k·20薪',\n",
       "      'jobId': '48554057',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230518131003',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1948554057.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=12&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=12',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2248554057%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '767685575712890413dd84912f51618a',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '0f80a6460fa3a5f3c33c5fd0dac95307'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compId': 7932064,\n",
       "      'compName': '广东环凯微生物科技有限公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '5bfe8edd74719d35745a548603a.png',\n",
       "      'link': 'https://www.liepin.com/company/7932064/',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"jobId\":\"48554057\",\"imId\":\"767685575712890413dd84912f51618a\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"陈女士\"}'},\n",
       "    {'job': {'labels': ['CRM软件',\n",
       "       '信息化项目',\n",
       "       '软件行业',\n",
       "       '咨询项目',\n",
       "       '售前支持',\n",
       "       'IT/互联网/软件',\n",
       "       '服务业',\n",
       "       '批发/零售',\n",
       "       '化工行业',\n",
       "       'CRM系统'],\n",
       "      'title': 'CRM实施顾问&项目经理PM(J12971)',\n",
       "      'salary': '11-22k',\n",
       "      'jobId': '57403583',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230329180701',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-番禺区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957403583.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=13&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=13',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257403583%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '927752d28c878e66e4cd5c055e1e05ce',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '601baaab60c8320221e3c1d902u.png',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '俞女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': '77ca96ebd1c0d4c9b55b81912526b943'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compId': 8361671,\n",
       "      'compName': '上海汉得信息技术股份有限公司',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5ed700f4ec4db462f82e4ddf01u.png',\n",
       "      'link': 'https://www.liepin.com/company/8361671/',\n",
       "      'compScale': '10000人以上'},\n",
       "     'dataParams': '{\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"jobId\":\"57403583\",\"imId\":\"927752d28c878e66e4cd5c055e1e05ce\",\"imUserType\":\"2\",\"recruiterPhoto\":\"601baaab60c8320221e3c1d902u.png\",\"jobKind\":\"2\",\"recruiterName\":\"俞女士\"}'},\n",
       "    {'job': {'labels': ['增长产品'],\n",
       "      'title': '活动PM',\n",
       "      'salary': '薪资面议',\n",
       "      'jobId': '25415919',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20210615114605',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1925415919.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=14&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=14',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2225415919%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'b76b2be27ab4a4746042c177f0a1d2b1',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': 'Consultant',\n",
       "      'recruiterId': 'e8c70da123d6c7e1efcb8675c412f368'},\n",
       "     'comp': {'compIndustry': 'IT服务',\n",
       "      'compId': 6629285,\n",
       "      'compName': '恩梯梯数据(中国)',\n",
       "      'compLogo': '5bfea15d74719d2aa34c24f803a.png',\n",
       "      'link': 'https://www.liepin.com/company/6629285/',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'dataParams': '{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"jobId\":\"25415919\",\"imId\":\"b76b2be27ab4a4746042c177f0a1d2b1\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\"}'},\n",
       "    {'job': {'labels': ['数据分析'],\n",
       "      'title': '游戏PM',\n",
       "      'salary': '15-30k·13薪',\n",
       "      'jobId': '31935443',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20200921191755',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-海珠区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1931935443.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=15&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=15',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2231935443%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'd458df6acc9507089941166e65ebdb6f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62903e4ce4c190153f6f304c06u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '邱女士',\n",
       "      'recruiterTitle': '人力资源管理',\n",
       "      'recruiterId': '2b6b0643bf65c612313162312f0bffed'},\n",
       "     'comp': {'compIndustry': '游戏',\n",
       "      'compId': 8307104,\n",
       "      'compName': '英雄互娱科技股份有限公司',\n",
       "      'compStage': '科创板上市',\n",
       "      'compLogo': '616e7903bbe0bb0ec5705fe401u.png',\n",
       "      'link': 'https://www.liepin.com/company/8307104/',\n",
       "      'compScale': '1000-2000人'},\n",
       "     'dataParams': '{\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"jobId\":\"31935443\",\"imId\":\"d458df6acc9507089941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62903e4ce4c190153f6f304c06u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"邱女士\"}'},\n",
       "    {'job': {'labels': ['临床试验', '临床项目管理', 'GCP认证', 'CE认证'],\n",
       "      'title': '临床试验项目经理PM',\n",
       "      'salary': '25-45k',\n",
       "      'jobId': '45175333',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20221024180150',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1945175333.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=16&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=16',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245175333%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '4e9d98e158ba3d98966d2c65245014c5',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '林女士',\n",
       "      'recruiterTitle': 'consultant',\n",
       "      'recruiterId': 'b7496ba1a2ad4a49540e81c097c2c00b'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compId': 8014813,\n",
       "      'compName': '昆翎医药',\n",
       "      'compLogo': '5f5af11af6d1ab584752271c08u.png',\n",
       "      'link': 'https://www.liepin.com/company/8014813/',\n",
       "      'compScale': '1000-2000人'},\n",
       "     'dataParams': '{\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"jobId\":\"45175333\",\"imId\":\"4e9d98e158ba3d98966d2c65245014c5\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"林女士\"}'},\n",
       "    {'job': {'labels': ['B2C  '],\n",
       "      'title': '产品经理（跨境独立站）',\n",
       "      'salary': '15-30k',\n",
       "      'jobId': '42605447',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230518100900',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/42605447.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=17&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=17',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2242605447%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '265d84fd020f8b83cc809655362a8e54',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '601779ccbec45a78f579444502u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'ff186e8769d0eb433b3d2e40fab0791f'},\n",
       "     'comp': {'compIndustry': '批发/零售',\n",
       "      'compName': '某广州贸易进出口公司',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"ff186e8769d0eb433b3d2e40fab0791f\",\"jobId\":\"42605447\",\"imId\":\"265d84fd020f8b83cc809655362a8e54\",\"imUserType\":\"2\",\"recruiterPhoto\":\"601779ccbec45a78f579444502u.jpg\",\"jobKind\":\"1\",\"recruiterName\":\"孙女士\"}'},\n",
       "    {'job': {'labels': ['团队管理', '产品规划', '市场调研', '产品优化', '需求分析'],\n",
       "      'title': '高级产品经理（心血管）',\n",
       "      'salary': '15-20k·13薪',\n",
       "      'jobId': '44840683',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230523102955',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/44840683.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=18&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=18',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士及以上'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244840683%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '2df4f75a3a35e5400504bb65d1d778f2',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62e0979c08bee4201e5c8e8905u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '张女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '19c7e868788176ac418b574949a37e95'},\n",
       "     'comp': {'compIndustry': '医疗器械',\n",
       "      'compName': '某广州医疗设备上市公司',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"19c7e868788176ac418b574949a37e95\",\"jobId\":\"44840683\",\"imId\":\"2df4f75a3a35e5400504bb65d1d778f2\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62e0979c08bee4201e5c8e8905u.jpg\",\"jobKind\":\"1\",\"recruiterName\":\"张女士\"}'},\n",
       "    {'job': {'labels': ['团队管理', '产品规划', '产品优化', '市场调研', '需求分析'],\n",
       "      'title': '产品经理',\n",
       "      'salary': '15-30k·16薪',\n",
       "      'jobId': '44610575',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230321173412',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/44610575.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=19&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=19',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士及以上'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2244610575%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '34605b00a080b3ef9ccf3dc45f6d7696',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62183bf27baba65dd5bc963f07u.png',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '翟先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '9ccbd98c4200aa058ba0d06d22640688'},\n",
       "     'comp': {'compIndustry': '医疗器械',\n",
       "      'compName': '某广州医疗器械上市公司',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"jobId\":\"44610575\",\"imId\":\"34605b00a080b3ef9ccf3dc45f6d7696\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62183bf27baba65dd5bc963f07u.png\",\"jobKind\":\"1\",\"recruiterName\":\"翟先生\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '助理产品经理',\n",
       "      'salary': '10-15k',\n",
       "      'jobId': '45992111',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230510133545',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'link': 'https://www.liepin.com/a/45992111.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=20&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=20',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科及以上'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245992111%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'f7dcf9cbea00a95c9941166e65ebdb6f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '63eb4ef3406cc57bc52fd90908u.jpeg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '詹女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'd4f9854c3283897914129ac743a9c20b'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compName': '某广州制药上市公司',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'dataParams': '{\"userId\":\"d4f9854c3283897914129ac743a9c20b\",\"jobId\":\"45992111\",\"imId\":\"f7dcf9cbea00a95c9941166e65ebdb6f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"63eb4ef3406cc57bc52fd90908u.jpeg\",\"jobKind\":\"1\",\"recruiterName\":\"詹女士\"}'},\n",
       "    {'job': {'labels': ['活动策划', '市场推广', '效果评估', '市场调研分析'],\n",
       "      'title': '肾线助理产品经理',\n",
       "      'salary': '10-15k',\n",
       "      'jobId': '45962605',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230523230950',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'link': 'https://www.liepin.com/a/45962605.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=21&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=21',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245962605%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '7a1fde647911bf284a7a04e7d95591ea',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '60128560bf9f491dbac8ea3703u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'a47c96eb83b310ca674c79a2cb7ee032'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compName': '某广州制药上市公司',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'dataParams': '{\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"jobId\":\"45962605\",\"imId\":\"7a1fde647911bf284a7a04e7d95591ea\",\"imUserType\":\"2\",\"recruiterPhoto\":\"60128560bf9f491dbac8ea3703u.jpg\",\"jobKind\":\"1\",\"recruiterName\":\"王先生\"}'},\n",
       "    {'job': {'labels': ['金融产品', 'to B', 'to C'],\n",
       "      'title': '高级产品经理',\n",
       "      'salary': '20-35k',\n",
       "      'jobId': '57680185',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230411085415',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957680185.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=22&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=22',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257680185%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '31c9566b499960f3f19be04c8fd8e210',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9868f6d1ab58476f24a008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '李先生',\n",
       "      'recruiterTitle': '产品经理',\n",
       "      'recruiterId': 'e337dbb1513a599a17e8728a9095f3f2'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compId': 1421537,\n",
       "      'compName': '广发证券',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfea33774719d2aa34c7eb903a.png',\n",
       "      'link': 'https://www.liepin.com/company/1421537/',\n",
       "      'compScale': '5000-10000人'},\n",
       "     'dataParams': '{\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"jobId\":\"57680185\",\"imId\":\"31c9566b499960f3f19be04c8fd8e210\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9868f6d1ab58476f24a008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"李先生\"}'},\n",
       "    {'job': {'labels': ['金融行业',\n",
       "       '产品设计',\n",
       "       '需求分析',\n",
       "       'to B',\n",
       "       '金融产品',\n",
       "       '固收',\n",
       "       '估值',\n",
       "       '交易产品',\n",
       "       '风控产品'],\n",
       "      'title': '金融科技产品经理',\n",
       "      'salary': '15-30k·24薪',\n",
       "      'jobId': '45932121',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230518101341',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/45932121.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=23&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=23',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245932121%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'ca2c425b6f214c5d1837546e45eb3a29',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5dccf1b4cd52473b94c9a61104u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '余女士',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': 'aaac5ff845a2dab8555f76cf29a4a43d'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compName': '某国内大型基金证券公司',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"aaac5ff845a2dab8555f76cf29a4a43d\",\"jobId\":\"45932121\",\"imId\":\"ca2c425b6f214c5d1837546e45eb3a29\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5dccf1b4cd52473b94c9a61104u.jpg\",\"jobKind\":\"1\",\"recruiterName\":\"余女士\"}'},\n",
       "    {'job': {'labels': ['电商产品',\n",
       "       '后台产品',\n",
       "       'AI人工智能产品',\n",
       "       '中台产品',\n",
       "       '交易产品',\n",
       "       'CRM系统',\n",
       "       '人工智能',\n",
       "       '电子商务',\n",
       "       '产品优化',\n",
       "       '产品设计'],\n",
       "      'title': '中后台产品经理',\n",
       "      'salary': '15-30k',\n",
       "      'jobId': '58646063',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230518100536',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958646063.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=24&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=24',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258646063%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '1ae0fab7d1320e84b134787ef53b847e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'bf025e376eda97b6d149587f82ccef21'},\n",
       "     'comp': {'compIndustry': '人工智能',\n",
       "      'compId': 12259667,\n",
       "      'compName': '广州紫为云科技有限公司',\n",
       "      'compLogo': '5fb77c254e19660289e2bbfa02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12259667/',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"jobId\":\"58646063\",\"imId\":\"1ae0fab7d1320e84b134787ef53b847e\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"孙女士\"}'},\n",
       "    {'job': {'labels': ['供应链产品',\n",
       "       '定价/竞价产品',\n",
       "       '数据产品',\n",
       "       'IT互联网',\n",
       "       '产品设计',\n",
       "       '产品规划',\n",
       "       '原型设计',\n",
       "       '交互设计',\n",
       "       '用户研究',\n",
       "       '竞品分析'],\n",
       "      'title': '产品经理（业务平台方向）',\n",
       "      'salary': '20-35k',\n",
       "      'jobId': '50864053',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230519181008',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-越秀区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1950864053.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=25&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=25',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2250864053%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '7cba8b6b91d0fa259427b88c78d2ff1f',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98698dbe6273dcf8516008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王先生',\n",
       "      'recruiterTitle': '人力行政经理',\n",
       "      'recruiterId': '447192a1f8361cbbaeca9d0effc98617'},\n",
       "     'comp': {'compIndustry': '专业技术服务',\n",
       "      'compId': 9249822,\n",
       "      'compName': '广东省国际工程咨询有限公司',\n",
       "      'compLogo': '5bfe987274719df0ac996f4203a.png',\n",
       "      'link': 'https://www.liepin.com/company/9249822/',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"jobId\":\"50864053\",\"imId\":\"7cba8b6b91d0fa259427b88c78d2ff1f\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98698dbe6273dcf8516008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"王先生\"}'},\n",
       "    {'job': {'labels': ['工具产品',\n",
       "       '交易产品',\n",
       "       '金融产品',\n",
       "       '数据产品',\n",
       "       '金融行业',\n",
       "       '需求分析',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '数据分析',\n",
       "       '团队管理'],\n",
       "      'title': '产品经理',\n",
       "      'salary': '30-40k',\n",
       "      'jobId': '48862553',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20220413101034',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1948862553.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=26&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=26',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2248862553%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '99c9294d84c822201806a0cca0964ad2',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986c79c7cc70efbf36c808u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '邓先生',\n",
       "      'recruiterTitle': '助理总监',\n",
       "      'recruiterId': '6a640f1ee733f50362c9c303e393b9df'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compId': 1421537,\n",
       "      'compName': '广发证券',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfea33774719d2aa34c7eb903a.png',\n",
       "      'link': 'https://www.liepin.com/company/1421537/',\n",
       "      'compScale': '5000-10000人'},\n",
       "     'dataParams': '{\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"jobId\":\"48862553\",\"imId\":\"99c9294d84c822201806a0cca0964ad2\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986c79c7cc70efbf36c808u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"邓先生\"}'},\n",
       "    {'job': {'labels': ['金融产品'],\n",
       "      'title': '金融科技产品经理',\n",
       "      'salary': '40-70k',\n",
       "      'jobId': '45405873',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230522111418',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州',\n",
       "      'link': 'https://www.liepin.com/a/45405873.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=27&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=27',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士及以上'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2245405873%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%221%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '455fe9bee1e6010286273d579bc2a4d6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62821ecfeda5af0f27fb6bd301u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '周先生',\n",
       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '954c5968d2fb21b5e680da2e30181a15'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compName': '某国内大型基金证券公司',\n",
       "      'compStage': 'A轮',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"954c5968d2fb21b5e680da2e30181a15\",\"jobId\":\"45405873\",\"imId\":\"455fe9bee1e6010286273d579bc2a4d6\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62821ecfeda5af0f27fb6bd301u.jpg\",\"jobKind\":\"1\",\"recruiterName\":\"周先生\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '产品经理（医药）',\n",
       "      'salary': '10-20k·13薪',\n",
       "      'jobId': '49318567',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230522113532',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1949318567.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=28&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=28',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2249318567%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'c635e4c1c786b8c4e37b0b202b2adc1c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '郑女士',\n",
       "      'recruiterTitle': '人力资源经理',\n",
       "      'recruiterId': 'f1fd6c5c7f42fe50fead12fba1a626dd'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compId': 8770675,\n",
       "      'compName': '泉能药业',\n",
       "      'compLogo': '6204d5c82d249250e33f030008u.png',\n",
       "      'link': 'https://www.liepin.com/company/8770675/',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"jobId\":\"49318567\",\"imId\":\"c635e4c1c786b8c4e37b0b202b2adc1c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"郑女士\"}'},\n",
       "    {'job': {'labels': ['产品规划', '产品优化'],\n",
       "      'title': 'CoAI产品经理',\n",
       "      'salary': '15-30k',\n",
       "      'jobId': '58645931',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230518100336',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-黄埔区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958645931.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=29&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=29',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258645931%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '1ae0fab7d1320e84b134787ef53b847e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '孙女士',\n",
       "      'recruiterTitle': 'HR',\n",
       "      'recruiterId': 'bf025e376eda97b6d149587f82ccef21'},\n",
       "     'comp': {'compIndustry': '人工智能',\n",
       "      'compId': 12259667,\n",
       "      'compName': '广州紫为云科技有限公司',\n",
       "      'compLogo': '5fb77c254e19660289e2bbfa02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/12259667/',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"jobId\":\"58645931\",\"imId\":\"1ae0fab7d1320e84b134787ef53b847e\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"孙女士\"}'},\n",
       "    {'job': {'labels': ['交易产品',\n",
       "       '投资产品',\n",
       "       '金融行业',\n",
       "       '产品规划',\n",
       "       '产品设计',\n",
       "       '需求管理',\n",
       "       '竞品分析',\n",
       "       'to B',\n",
       "       '需求分析',\n",
       "       '需求调研'],\n",
       "      'title': '投资交易业务系统产品经理',\n",
       "      'salary': '25-35k',\n",
       "      'jobId': '54963405',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230320152628',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1954963405.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=30&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=30',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2254963405%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '1c9b135d99b67a4355a0b6511a508218',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62df69adaa0cc2454789187401u.png',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': '产品总监',\n",
       "      'recruiterId': 'c0e374fde64faf9fd285fc3f92448b7c'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compId': 1421537,\n",
       "      'compName': '广发证券',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfea33774719d2aa34c7eb903a.png',\n",
       "      'link': 'https://www.liepin.com/company/1421537/',\n",
       "      'compScale': '5000-10000人'},\n",
       "     'dataParams': '{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"jobId\":\"54963405\",\"imId\":\"1c9b135d99b67a4355a0b6511a508218\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62df69adaa0cc2454789187401u.png\",\"jobKind\":\"2\",\"recruiterName\":\"杨先生\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '硬件产品经理（双休+五险一金）',\n",
       "      'salary': '15-24k',\n",
       "      'jobId': '56770509',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230510110752',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-白云区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956770509.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=31&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=31',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256770509%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'd0ada58a7dbfa796816841a4612c5b46',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '邓先生',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '92eddec81c3c0d69b56d64bdac13174c'},\n",
       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compId': 13448295,\n",
       "      'compName': '磐世科技',\n",
       "      'compLogo': '61b07937d0458d53c627567e02u.jpg',\n",
       "      'link': 'https://www.liepin.com/company/13448295/',\n",
       "      'compScale': ''},\n",
       "     'dataParams': '{\"userId\":\"92eddec81c3c0d69b56d64bdac13174c\",\"jobId\":\"56770509\",\"imId\":\"d0ada58a7dbfa796816841a4612c5b46\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"邓先生\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '区域产品经理/专员',\n",
       "      'salary': '12-20k',\n",
       "      'jobId': '56719319',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230519090805',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-白云区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1956719319.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=32&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=32',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2256719319%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': 'c4fe34c94b6193594036597854bcf58c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986aea60860b75384fab08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '奚先生',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': '6a38f9f262e1c6a84f66206ef8578fe5'},\n",
       "     'comp': {'compIndustry': '医疗器械',\n",
       "      'compId': 9876495,\n",
       "      'compName': '上海睿昂基因科技股份有限公司',\n",
       "      'compStage': '科创板上市',\n",
       "      'compLogo': '5e0d63d829d83a675436d93a02u.png',\n",
       "      'link': 'https://www.liepin.com/company/9876495/',\n",
       "      'compScale': '500-999人'},\n",
       "     'dataParams': '{\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"jobId\":\"56719319\",\"imId\":\"c4fe34c94b6193594036597854bcf58c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986aea60860b75384fab08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"奚先生\"}'},\n",
       "    {'job': {'labels': ['供应链产品',\n",
       "       '产品设计',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '产品优化',\n",
       "       '交互设计',\n",
       "       '流程设计',\n",
       "       'Visio',\n",
       "       '数据分析'],\n",
       "      'title': 'CRM产品经理',\n",
       "      'salary': '16-25k·13薪',\n",
       "      'jobId': '57730045',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230412105004',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957730045.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=33&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=33',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257730045%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '26287541b217d9a2ad8732728d6065d6',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f98648dbe6273dcf8515508u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '陈女士',\n",
       "      'recruiterTitle': '招聘专员',\n",
       "      'recruiterId': 'eeb461b61aa8efefc2871738b2a018b8'},\n",
       "     'comp': {'compIndustry': '计算机软件',\n",
       "      'compId': 170110,\n",
       "      'compName': '赛意信息',\n",
       "      'compStage': '创业板上市',\n",
       "      'compLogo': '5d1ea8a63ee8b11dd4aa762703u.png',\n",
       "      'link': 'https://www.liepin.com/company/170110/',\n",
       "      'compScale': '2000-5000人'},\n",
       "     'dataParams': '{\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"jobId\":\"57730045\",\"imId\":\"26287541b217d9a2ad8732728d6065d6\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f98648dbe6273dcf8515508u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"陈女士\"}'},\n",
       "    {'job': {'labels': ['社交产品',\n",
       "       '海外产品',\n",
       "       '移动端产品',\n",
       "       '产品规划',\n",
       "       '竞品分析',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '市场调研',\n",
       "       '产品设计',\n",
       "       '原型设计'],\n",
       "      'title': '海外社交产品经理（APP）',\n",
       "      'salary': '20-35k',\n",
       "      'jobId': '52258307',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230423150551',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1952258307.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=34&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=34',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2252258307%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '6e983622f86339ff6172c091f854d35c',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9863f6d1ab58476f246a08u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '刘女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'a643bf1613e7231cd177ad61f55781ab'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compId': 13304319,\n",
       "      'compName': '氢氧元素',\n",
       "      'compLogo': '630ddf4f857bcf241aa958d806u.png',\n",
       "      'link': 'https://www.liepin.com/company/13304319/',\n",
       "      'compScale': '50-99人'},\n",
       "     'dataParams': '{\"userId\":\"a643bf1613e7231cd177ad61f55781ab\",\"jobId\":\"52258307\",\"imId\":\"6e983622f86339ff6172c091f854d35c\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9863f6d1ab58476f246a08u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"刘女士\"}'},\n",
       "    {'job': {'labels': ['游戏'],\n",
       "      'title': '高级项目管理PM（游戏研发）-正编',\n",
       "      'salary': '20-35k·16薪',\n",
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       "      'advViewFlag': False,\n",
       "      'jobKind': '1',\n",
       "      'dq': '广州-天河区',\n",
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       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=35&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=35',\n",
       "      'requireWorkYears': '3-5年',\n",
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       "     'recruiter': {'imId': '1c20306d18a25c500918cd9efff1e181',\n",
       "      'imUserType': '2',\n",
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       "      'chatted': False,\n",
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       "      'recruiterTitle': '猎头顾问',\n",
       "      'recruiterId': '4633a0e5f0ebbd2431439e30c70c5a48'},\n",
       "     'comp': {'compIndustry': '互联网',\n",
       "      'compName': '某大型互联网公司',\n",
       "      'compStage': '融资未公开',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '10000人以上'},\n",
       "     'dataParams': '{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"jobId\":\"45369359\",\"imId\":\"1c20306d18a25c500918cd9efff1e181\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8fa3a6f6d1ab58476f322808u.png\",\"jobKind\":\"1\",\"recruiterName\":\"谢先生\"}'},\n",
       "    {'job': {'labels': ['智能推荐',\n",
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       "       '产品设计',\n",
       "       '中台产品',\n",
       "       '增长产品',\n",
       "       '客户端产品',\n",
       "       'to C',\n",
       "       '移动端产品'],\n",
       "      'title': 'APP产品经理',\n",
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       "      'jobId': '45726229',\n",
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       "      'requireWorkYears': '3-5年',\n",
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       "      'recruiterId': '9f229bd577e8dedd716419452dc11978'},\n",
       "     'comp': {'compIndustry': '货运/物流/仓储',\n",
       "      'compName': '某广州大型货运/物流/仓储公司',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '60e2fe0bf3df194a3c48adb502u.png',\n",
       "      'link': '',\n",
       "      'compScale': '10000人以上'},\n",
       "     'dataParams': '{\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"jobId\":\"45726229\",\"imId\":\"9e6539b6024d733f9f90a7bcfdb96d0e\",\"imUserType\":\"2\",\"recruiterPhoto\":\"611cbf2df2b9da092553fde403u.png\",\"jobKind\":\"1\",\"recruiterName\":\"宋女士\"}'},\n",
       "    {'job': {'labels': ['证券业',\n",
       "       '金融行业',\n",
       "       '数据产品',\n",
       "       '中台产品',\n",
       "       'to B',\n",
       "       '产品规划',\n",
       "       '需求分析',\n",
       "       '用户研究',\n",
       "       '金融产品',\n",
       "       '内容产品'],\n",
       "      'title': '研究所数字化产品经理',\n",
       "      'salary': '25-35k',\n",
       "      'jobId': '57115027',\n",
       "      'topJob': False,\n",
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       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
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       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1957115027.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=37&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=37',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '硕士'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2257115027%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '1c9b135d99b67a4355a0b6511a508218',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '62df69adaa0cc2454789187401u.png',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '杨先生',\n",
       "      'recruiterTitle': '产品总监',\n",
       "      'recruiterId': 'c0e374fde64faf9fd285fc3f92448b7c'},\n",
       "     'comp': {'compIndustry': '基金/证券/期货',\n",
       "      'compId': 1421537,\n",
       "      'compName': '广发证券',\n",
       "      'compStage': '已上市',\n",
       "      'compLogo': '5bfea33774719d2aa34c7eb903a.png',\n",
       "      'link': 'https://www.liepin.com/company/1421537/',\n",
       "      'compScale': '5000-10000人'},\n",
       "     'dataParams': '{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"jobId\":\"57115027\",\"imId\":\"1c9b135d99b67a4355a0b6511a508218\",\"imUserType\":\"2\",\"recruiterPhoto\":\"62df69adaa0cc2454789187401u.png\",\"jobKind\":\"2\",\"recruiterName\":\"杨先生\"}'},\n",
       "    {'job': {'labels': ['社区/社交产品', '中期开发迭代', '拉新'],\n",
       "      'title': '移动产品经理',\n",
       "      'salary': '15-23k·13薪',\n",
       "      'jobId': '58599593',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230516174048',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1958599593.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=38&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=38',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2258599593%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '91f6dd9147a2bfe836d8c7038f74fcb7',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f9865ea60860b75384fa508u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '符女士',\n",
       "      'recruiterTitle': '招聘经理',\n",
       "      'recruiterId': '9065749cbf80f19a52e5febada28512c'},\n",
       "     'comp': {'compIndustry': '电子商务',\n",
       "      'compId': 9886227,\n",
       "      'compName': '丹霄技术',\n",
       "      'compLogo': '60af42bdd7e0220766018e7304u.png',\n",
       "      'link': 'https://www.liepin.com/company/9886227/',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"jobId\":\"58599593\",\"imId\":\"91f6dd9147a2bfe836d8c7038f74fcb7\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f9865ea60860b75384fa508u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"符女士\"}'},\n",
       "    {'job': {'labels': [],\n",
       "      'title': '产品经理（临床）',\n",
       "      'salary': '12-20k·13薪',\n",
       "      'jobId': '50523789',\n",
       "      'topJob': False,\n",
       "      'refreshTime': '20230524090746',\n",
       "      'advViewFlag': False,\n",
       "      'jobKind': '2',\n",
       "      'dq': '广州-天河区',\n",
       "      'pcOuterLink': '',\n",
       "      'h5OuterLink': '',\n",
       "      'link': 'https://www.liepin.com/job/1950523789.shtml',\n",
       "      'dataPromId': 'd_sfrom=search_prime&d_ckId=null&d_curPage=0&d_pageSize=40&d_headId=null&d_posi=39&skId=077aiz4ovoahdrar5dafds7vvjz28spb&fkId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&ckId=6n9z3no2q1pnfe1geskhotp25vq4vlpa&sfrom=search_job_pc&curPage=0&pageSize=40&index=39',\n",
       "      'requireWorkYears': '3-5年',\n",
       "      'requireEduLevel': '统招本科'},\n",
       "     'dataInfo': '%7B%22jobId%22%3A%2250523789%22%2C%22pageSize%22%3A%2240%22%2C%22curPage%22%3A%220%22%2C%22jobKind%22%3A%222%22%2C%22ckId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22scene%22%3A%22condition%22%2C%22skId%22%3A%22077aiz4ovoahdrar5dafds7vvjz28spb%22%2C%22fkId%22%3A%226n9z3no2q1pnfe1geskhotp25vq4vlpa%22%2C%22sfrom%22%3A%22search_job_pc%22%2C%22d_pageSize%22%3A%2240%22%2C%22as_from%22%3A%22search_prime%22%2C%22d_curPage%22%3A%220%22%7D',\n",
       "     'recruiter': {'imId': '1797147fd0e6e2ff6acd98c2560acc8e',\n",
       "      'imUserType': '2',\n",
       "      'recruiterPhoto': '5f8f986779c7cc70efbf36c008u.jpg',\n",
       "      'chatted': False,\n",
       "      'recruiterName': '王女士',\n",
       "      'recruiterTitle': '',\n",
       "      'recruiterId': 'b4e62c69708243ce8d86c9271f8d0f63'},\n",
       "     'comp': {'compIndustry': '制药',\n",
       "      'compId': 8770675,\n",
       "      'compName': '泉能药业',\n",
       "      'compLogo': '6204d5c82d249250e33f030008u.png',\n",
       "      'link': 'https://www.liepin.com/company/8770675/',\n",
       "      'compScale': '100-499人'},\n",
       "     'dataParams': '{\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"jobId\":\"50523789\",\"imId\":\"1797147fd0e6e2ff6acd98c2560acc8e\",\"imUserType\":\"2\",\"recruiterPhoto\":\"5f8f986779c7cc70efbf36c008u.jpg\",\"jobKind\":\"2\",\"recruiterName\":\"王女士\"}'}],\n",
       "   'compList': []},\n",
       "  'pagination': {'totalPage': 10,\n",
       "   'pageSize': 40,\n",
       "   'totalCounts': 800,\n",
       "   'currentPage': 0,\n",
       "   'hasNext': False},\n",
       "  'passThroughData': {'ckId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa',\n",
       "   'scene': 'condition',\n",
       "   'skId': '077aiz4ovoahdrar5dafds7vvjz28spb',\n",
       "   'fkId': '6n9z3no2q1pnfe1geskhotp25vq4vlpa',\n",
       "   'sfrom': 'search_job_pc'}}}"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "results[0]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "91521a30",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "  <thead>\n",
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       "      <th></th>\n",
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       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>job.jobKind</th>\n",
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       "      <th>recruiter.recruiterName</th>\n",
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       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
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       "      <th>comp.compStage</th>\n",
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       "      <td>{\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...</td>\n",
       "      <td>[产品经理, 产品策划, 产品开发, 护肤品开发, 竞品分析, 消费者研究]</td>\n",
       "      <td>产品经理</td>\n",
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       "      <td>True</td>\n",
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       "      <td>雅丽洁集团</td>\n",
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       "      <td>https://www.liepin.com/company/8268689/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
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       "    <tr>\n",
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       "      <td>{\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...</td>\n",
       "      <td>[]</td>\n",
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       "      <td>True</td>\n",
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       "      <td>人事经理</td>\n",
       "      <td>9f412d916bb7f4fc2bb7667df57e2265</td>\n",
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       "      <td>https://www.liepin.com/company/7953428/</td>\n",
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       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...</td>\n",
       "      <td>[工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>%7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>[化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>57794503</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>%7B%22jobId%22%3A%2245379571%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9780c9933530029971f2c48a1f2fc365\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>45379571</td>\n",
       "      <td>False</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9780c9933530029971f2c48a1f2fc365</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>%7B%22jobId%22%3A%2245380041%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...</td>\n",
       "      <td>[化妆品, to B]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>45380041</td>\n",
       "      <td>False</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>朱女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>7660709be664be56c32a8aef2aff706d</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>50-99人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>7</th>\n",
       "      <td>%7B%22jobId%22%3A%2257513943%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>Assistant Product Manager / Product Manager</td>\n",
       "      <td>15-25k·13薪</td>\n",
       "      <td>57513943</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524094629</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>谢女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>ccfed7449a759b2cf7778dde1bad5db7</td>\n",
       "      <td>日化</td>\n",
       "      <td>2061455.0</td>\n",
       "      <td>曼秀雷敦</td>\n",
       "      <td>555c2acba3109367c320a8c601a.png</td>\n",
       "      <td>https://www.liepin.com/company/2061455/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>%7B%22jobId%22%3A%2256295007%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...</td>\n",
       "      <td>[策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>56295007</td>\n",
       "      <td>False</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>黎先生</td>\n",
       "      <td>招聘主管</td>\n",
       "      <td>ed79e9abb562c2c2e3f3af8aab9ad0d7</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>7863327.0</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>5cc116c89fae687d43343d7308u.png</td>\n",
       "      <td>https://www.liepin.com/company/7863327/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>沪深A股上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>%7B%22jobId%22%3A%2243037645%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>43037645</td>\n",
       "      <td>False</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>张先生</td>\n",
       "      <td>112</td>\n",
       "      <td>80a35acbf6b5573c5c8cd7b9f6ba8101</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2664546.0</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>5bfe92c174719d9f609a7b9603a.png</td>\n",
       "      <td>https://www.liepin.com/company/2664546/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>其他</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>%7B%22jobId%22%3A%2235923437%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>35923437</td>\n",
       "      <td>False</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>7f371db882206fccd2bdf1809a52d3e6</td>\n",
       "      <td>制药</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>11</th>\n",
       "      <td>%7B%22jobId%22%3A%2250466807%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...</td>\n",
       "      <td>[商品管理, 产品企划, 商品运营]</td>\n",
       "      <td>产品经理-产品企划（鞋类）(J13091)</td>\n",
       "      <td>14-28k·16薪</td>\n",
       "      <td>50466807</td>\n",
       "      <td>False</td>\n",
       "      <td>20221116184947</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>陈先生</td>\n",
       "      <td></td>\n",
       "      <td>3466dbf14ff3a1923d3d8a2c8cd5b370</td>\n",
       "      <td>服装/纺织/皮革</td>\n",
       "      <td>13032765.0</td>\n",
       "      <td>斯凯奇中国</td>\n",
       "      <td>628c584cb244352e0e92248608u.png</td>\n",
       "      <td>https://www.liepin.com/company/13032765/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>%7B%22jobId%22%3A%2248554057%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...</td>\n",
       "      <td>[生物工程, 微生物研究, 试剂, 制药企业, 生物企业]</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>48554057</td>\n",
       "      <td>False</td>\n",
       "      <td>20230518131003</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td></td>\n",
       "      <td>0f80a6460fa3a5f3c33c5fd0dac95307</td>\n",
       "      <td>制药</td>\n",
       "      <td>7932064.0</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>5bfe8edd74719d35745a548603a.png</td>\n",
       "      <td>https://www.liepin.com/company/7932064/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>13</th>\n",
       "      <td>%7B%22jobId%22%3A%2257403583%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...</td>\n",
       "      <td>[CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, IT/互联网/软件, 服务...</td>\n",
       "      <td>CRM实施顾问&amp;项目经理PM(J12971)</td>\n",
       "      <td>11-22k</td>\n",
       "      <td>57403583</td>\n",
       "      <td>False</td>\n",
       "      <td>20230329180701</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>俞女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>77ca96ebd1c0d4c9b55b81912526b943</td>\n",
       "      <td>互联网</td>\n",
       "      <td>8361671.0</td>\n",
       "      <td>上海汉得信息技术股份有限公司</td>\n",
       "      <td>5ed700f4ec4db462f82e4ddf01u.png</td>\n",
       "      <td>https://www.liepin.com/company/8361671/</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>14</th>\n",
       "      <td>%7B%22jobId%22%3A%2225415919%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...</td>\n",
       "      <td>[增长产品]</td>\n",
       "      <td>活动PM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>25415919</td>\n",
       "      <td>False</td>\n",
       "      <td>20210615114605</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td>Consultant</td>\n",
       "      <td>e8c70da123d6c7e1efcb8675c412f368</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>6629285.0</td>\n",
       "      <td>恩梯梯数据(中国)</td>\n",
       "      <td>5bfea15d74719d2aa34c24f803a.png</td>\n",
       "      <td>https://www.liepin.com/company/6629285/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>15</th>\n",
       "      <td>%7B%22jobId%22%3A%2231935443%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...</td>\n",
       "      <td>[数据分析]</td>\n",
       "      <td>游戏PM</td>\n",
       "      <td>15-30k·13薪</td>\n",
       "      <td>31935443</td>\n",
       "      <td>False</td>\n",
       "      <td>20200921191755</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>邱女士</td>\n",
       "      <td>人力资源管理</td>\n",
       "      <td>2b6b0643bf65c612313162312f0bffed</td>\n",
       "      <td>游戏</td>\n",
       "      <td>8307104.0</td>\n",
       "      <td>英雄互娱科技股份有限公司</td>\n",
       "      <td>616e7903bbe0bb0ec5705fe401u.png</td>\n",
       "      <td>https://www.liepin.com/company/8307104/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>16</th>\n",
       "      <td>%7B%22jobId%22%3A%2245175333%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...</td>\n",
       "      <td>[临床试验, 临床项目管理, GCP认证, CE认证]</td>\n",
       "      <td>临床试验项目经理PM</td>\n",
       "      <td>25-45k</td>\n",
       "      <td>45175333</td>\n",
       "      <td>False</td>\n",
       "      <td>20221024180150</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>林女士</td>\n",
       "      <td>consultant</td>\n",
       "      <td>b7496ba1a2ad4a49540e81c097c2c00b</td>\n",
       "      <td>制药</td>\n",
       "      <td>8014813.0</td>\n",
       "      <td>昆翎医药</td>\n",
       "      <td>5f5af11af6d1ab584752271c08u.png</td>\n",
       "      <td>https://www.liepin.com/company/8014813/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>17</th>\n",
       "      <td>%7B%22jobId%22%3A%2242605447%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"ff186e8769d0eb433b3d2e40fab0791f\",\"...</td>\n",
       "      <td>[B2C  ]</td>\n",
       "      <td>产品经理（跨境独立站）</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>42605447</td>\n",
       "      <td>False</td>\n",
       "      <td>20230518100900</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>ff186e8769d0eb433b3d2e40fab0791f</td>\n",
       "      <td>批发/零售</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>18</th>\n",
       "      <td>%7B%22jobId%22%3A%2244840683%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 市场调研, 产品优化, 需求分析]</td>\n",
       "      <td>高级产品经理（心血管）</td>\n",
       "      <td>15-20k·13薪</td>\n",
       "      <td>44840683</td>\n",
       "      <td>False</td>\n",
       "      <td>20230523102955</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>张女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>19c7e868788176ac418b574949a37e95</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗设备上市公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>19</th>\n",
       "      <td>%7B%22jobId%22%3A%2244610575%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...</td>\n",
       "      <td>[团队管理, 产品规划, 产品优化, 市场调研, 需求分析]</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-30k·16薪</td>\n",
       "      <td>44610575</td>\n",
       "      <td>False</td>\n",
       "      <td>20230321173412</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>翟先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9ccbd98c4200aa058ba0d06d22640688</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州医疗器械上市公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>20</th>\n",
       "      <td>%7B%22jobId%22%3A%2245992111%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"d4f9854c3283897914129ac743a9c20b\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>助理产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>45992111</td>\n",
       "      <td>False</td>\n",
       "      <td>20230510133545</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>詹女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>d4f9854c3283897914129ac743a9c20b</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州制药上市公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>21</th>\n",
       "      <td>%7B%22jobId%22%3A%2245962605%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"...</td>\n",
       "      <td>[活动策划, 市场推广, 效果评估, 市场调研分析]</td>\n",
       "      <td>肾线助理产品经理</td>\n",
       "      <td>10-15k</td>\n",
       "      <td>45962605</td>\n",
       "      <td>False</td>\n",
       "      <td>20230523230950</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>a47c96eb83b310ca674c79a2cb7ee032</td>\n",
       "      <td>制药</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州制药上市公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>22</th>\n",
       "      <td>%7B%22jobId%22%3A%2257680185%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...</td>\n",
       "      <td>[金融产品, to B, to C]</td>\n",
       "      <td>高级产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>57680185</td>\n",
       "      <td>False</td>\n",
       "      <td>20230411085415</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>李先生</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>e337dbb1513a599a17e8728a9095f3f2</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>23</th>\n",
       "      <td>%7B%22jobId%22%3A%2245932121%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"aaac5ff845a2dab8555f76cf29a4a43d\",\"...</td>\n",
       "      <td>[金融行业, 产品设计, 需求分析, to B, 金融产品, 固收, 估值, 交易产品, 风...</td>\n",
       "      <td>金融科技产品经理</td>\n",
       "      <td>15-30k·24薪</td>\n",
       "      <td>45932121</td>\n",
       "      <td>False</td>\n",
       "      <td>20230518101341</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>余女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>aaac5ff845a2dab8555f76cf29a4a43d</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型基金证券公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>24</th>\n",
       "      <td>%7B%22jobId%22%3A%2258646063%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"...</td>\n",
       "      <td>[电商产品, 后台产品, AI人工智能产品, 中台产品, 交易产品, CRM系统, 人工智能...</td>\n",
       "      <td>中后台产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>58646063</td>\n",
       "      <td>False</td>\n",
       "      <td>20230518100536</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>bf025e376eda97b6d149587f82ccef21</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>12259667.0</td>\n",
       "      <td>广州紫为云科技有限公司</td>\n",
       "      <td>5fb77c254e19660289e2bbfa02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12259667/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>25</th>\n",
       "      <td>%7B%22jobId%22%3A%2250864053%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...</td>\n",
       "      <td>[供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...</td>\n",
       "      <td>产品经理（业务平台方向）</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>50864053</td>\n",
       "      <td>False</td>\n",
       "      <td>20230519181008</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>王先生</td>\n",
       "      <td>人力行政经理</td>\n",
       "      <td>447192a1f8361cbbaeca9d0effc98617</td>\n",
       "      <td>专业技术服务</td>\n",
       "      <td>9249822.0</td>\n",
       "      <td>广东省国际工程咨询有限公司</td>\n",
       "      <td>5bfe987274719df0ac996f4203a.png</td>\n",
       "      <td>https://www.liepin.com/company/9249822/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>26</th>\n",
       "      <td>%7B%22jobId%22%3A%2248862553%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...</td>\n",
       "      <td>[工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>30-40k</td>\n",
       "      <td>48862553</td>\n",
       "      <td>False</td>\n",
       "      <td>20220413101034</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>邓先生</td>\n",
       "      <td>助理总监</td>\n",
       "      <td>6a640f1ee733f50362c9c303e393b9df</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>27</th>\n",
       "      <td>%7B%22jobId%22%3A%2245405873%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"954c5968d2fb21b5e680da2e30181a15\",\"...</td>\n",
       "      <td>[金融产品]</td>\n",
       "      <td>金融科技产品经理</td>\n",
       "      <td>40-70k</td>\n",
       "      <td>45405873</td>\n",
       "      <td>False</td>\n",
       "      <td>20230522111418</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>周先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>954c5968d2fb21b5e680da2e30181a15</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某国内大型基金证券公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>500-999人</td>\n",
       "      <td>A轮</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>28</th>\n",
       "      <td>%7B%22jobId%22%3A%2249318567%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（医药）</td>\n",
       "      <td>10-20k·13薪</td>\n",
       "      <td>49318567</td>\n",
       "      <td>False</td>\n",
       "      <td>20230522113532</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>郑女士</td>\n",
       "      <td>人力资源经理</td>\n",
       "      <td>f1fd6c5c7f42fe50fead12fba1a626dd</td>\n",
       "      <td>制药</td>\n",
       "      <td>8770675.0</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>6204d5c82d249250e33f030008u.png</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>29</th>\n",
       "      <td>%7B%22jobId%22%3A%2258645931%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"...</td>\n",
       "      <td>[产品规划, 产品优化]</td>\n",
       "      <td>CoAI产品经理</td>\n",
       "      <td>15-30k</td>\n",
       "      <td>58645931</td>\n",
       "      <td>False</td>\n",
       "      <td>20230518100336</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>孙女士</td>\n",
       "      <td>HR</td>\n",
       "      <td>bf025e376eda97b6d149587f82ccef21</td>\n",
       "      <td>人工智能</td>\n",
       "      <td>12259667.0</td>\n",
       "      <td>广州紫为云科技有限公司</td>\n",
       "      <td>5fb77c254e19660289e2bbfa02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/12259667/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>30</th>\n",
       "      <td>%7B%22jobId%22%3A%2254963405%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>[交易产品, 投资产品, 金融行业, 产品规划, 产品设计, 需求管理, 竞品分析, to ...</td>\n",
       "      <td>投资交易业务系统产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>54963405</td>\n",
       "      <td>False</td>\n",
       "      <td>20230320152628</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>31</th>\n",
       "      <td>%7B%22jobId%22%3A%2256770509%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"92eddec81c3c0d69b56d64bdac13174c\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>硬件产品经理（双休+五险一金）</td>\n",
       "      <td>15-24k</td>\n",
       "      <td>56770509</td>\n",
       "      <td>False</td>\n",
       "      <td>20230510110752</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>邓先生</td>\n",
       "      <td></td>\n",
       "      <td>92eddec81c3c0d69b56d64bdac13174c</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>13448295.0</td>\n",
       "      <td>磐世科技</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13448295/</td>\n",
       "      <td></td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>32</th>\n",
       "      <td>%7B%22jobId%22%3A%2256719319%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>区域产品经理/专员</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>56719319</td>\n",
       "      <td>False</td>\n",
       "      <td>20230519090805</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>奚先生</td>\n",
       "      <td></td>\n",
       "      <td>6a38f9f262e1c6a84f66206ef8578fe5</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>9876495.0</td>\n",
       "      <td>上海睿昂基因科技股份有限公司</td>\n",
       "      <td>5e0d63d829d83a675436d93a02u.png</td>\n",
       "      <td>https://www.liepin.com/company/9876495/</td>\n",
       "      <td>500-999人</td>\n",
       "      <td>科创板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>33</th>\n",
       "      <td>%7B%22jobId%22%3A%2257730045%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...</td>\n",
       "      <td>[供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 交互设计, 流程设计, Vi...</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>57730045</td>\n",
       "      <td>False</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>陈女士</td>\n",
       "      <td>招聘专员</td>\n",
       "      <td>eeb461b61aa8efefc2871738b2a018b8</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>170110.0</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>5d1ea8a63ee8b11dd4aa762703u.png</td>\n",
       "      <td>https://www.liepin.com/company/170110/</td>\n",
       "      <td>2000-5000人</td>\n",
       "      <td>创业板上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>34</th>\n",
       "      <td>%7B%22jobId%22%3A%2252258307%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"a643bf1613e7231cd177ad61f55781ab\",\"...</td>\n",
       "      <td>[社交产品, 海外产品, 移动端产品, 产品规划, 竞品分析, 需求分析, 用户研究, 市场...</td>\n",
       "      <td>海外社交产品经理（APP）</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>52258307</td>\n",
       "      <td>False</td>\n",
       "      <td>20230423150551</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>刘女士</td>\n",
       "      <td></td>\n",
       "      <td>a643bf1613e7231cd177ad61f55781ab</td>\n",
       "      <td>互联网</td>\n",
       "      <td>13304319.0</td>\n",
       "      <td>氢氧元素</td>\n",
       "      <td>630ddf4f857bcf241aa958d806u.png</td>\n",
       "      <td>https://www.liepin.com/company/13304319/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>35</th>\n",
       "      <td>%7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...</td>\n",
       "      <td>[游戏]</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>45369359</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>36</th>\n",
       "      <td>%7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...</td>\n",
       "      <td>[智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>45726229</td>\n",
       "      <td>False</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>False</td>\n",
       "      <td>1</td>\n",
       "      <td>...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9f229bd577e8dedd716419452dc11978</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td></td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>37</th>\n",
       "      <td>%7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>[证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>57115027</td>\n",
       "      <td>False</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>38</th>\n",
       "      <td>%7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...</td>\n",
       "      <td>[社区/社交产品, 中期开发迭代, 拉新]</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>15-23k·13薪</td>\n",
       "      <td>58599593</td>\n",
       "      <td>False</td>\n",
       "      <td>20230516174048</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>符女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>9065749cbf80f19a52e5febada28512c</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>39</th>\n",
       "      <td>%7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（临床）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>50523789</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524090746</td>\n",
       "      <td>False</td>\n",
       "      <td>2</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td></td>\n",
       "      <td>b4e62c69708243ce8d86c9271f8d0f63</td>\n",
       "      <td>制药</td>\n",
       "      <td>8770675.0</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>6204d5c82d249250e33f030008u.png</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>40 rows × 31 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
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       "39  %7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...   \n",
       "\n",
       "                                           dataParams  \\\n",
       "0   {\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...   \n",
       "1   {\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...   \n",
       "2   {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
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       "6   {\"userId\":\"7660709be664be56c32a8aef2aff706d\",\"...   \n",
       "7   {\"userId\":\"ccfed7449a759b2cf7778dde1bad5db7\",\"...   \n",
       "8   {\"userId\":\"ed79e9abb562c2c2e3f3af8aab9ad0d7\",\"...   \n",
       "9   {\"userId\":\"80a35acbf6b5573c5c8cd7b9f6ba8101\",\"...   \n",
       "10  {\"userId\":\"7f371db882206fccd2bdf1809a52d3e6\",\"...   \n",
       "11  {\"userId\":\"3466dbf14ff3a1923d3d8a2c8cd5b370\",\"...   \n",
       "12  {\"userId\":\"0f80a6460fa3a5f3c33c5fd0dac95307\",\"...   \n",
       "13  {\"userId\":\"77ca96ebd1c0d4c9b55b81912526b943\",\"...   \n",
       "14  {\"userId\":\"e8c70da123d6c7e1efcb8675c412f368\",\"...   \n",
       "15  {\"userId\":\"2b6b0643bf65c612313162312f0bffed\",\"...   \n",
       "16  {\"userId\":\"b7496ba1a2ad4a49540e81c097c2c00b\",\"...   \n",
       "17  {\"userId\":\"ff186e8769d0eb433b3d2e40fab0791f\",\"...   \n",
       "18  {\"userId\":\"19c7e868788176ac418b574949a37e95\",\"...   \n",
       "19  {\"userId\":\"9ccbd98c4200aa058ba0d06d22640688\",\"...   \n",
       "20  {\"userId\":\"d4f9854c3283897914129ac743a9c20b\",\"...   \n",
       "21  {\"userId\":\"a47c96eb83b310ca674c79a2cb7ee032\",\"...   \n",
       "22  {\"userId\":\"e337dbb1513a599a17e8728a9095f3f2\",\"...   \n",
       "23  {\"userId\":\"aaac5ff845a2dab8555f76cf29a4a43d\",\"...   \n",
       "24  {\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"...   \n",
       "25  {\"userId\":\"447192a1f8361cbbaeca9d0effc98617\",\"...   \n",
       "26  {\"userId\":\"6a640f1ee733f50362c9c303e393b9df\",\"...   \n",
       "27  {\"userId\":\"954c5968d2fb21b5e680da2e30181a15\",\"...   \n",
       "28  {\"userId\":\"f1fd6c5c7f42fe50fead12fba1a626dd\",\"...   \n",
       "29  {\"userId\":\"bf025e376eda97b6d149587f82ccef21\",\"...   \n",
       "30  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "31  {\"userId\":\"92eddec81c3c0d69b56d64bdac13174c\",\"...   \n",
       "32  {\"userId\":\"6a38f9f262e1c6a84f66206ef8578fe5\",\"...   \n",
       "33  {\"userId\":\"eeb461b61aa8efefc2871738b2a018b8\",\"...   \n",
       "34  {\"userId\":\"a643bf1613e7231cd177ad61f55781ab\",\"...   \n",
       "35  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...   \n",
       "36  {\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...   \n",
       "37  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "38  {\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...   \n",
       "39  {\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...   \n",
       "\n",
       "                                           job.labels  \\\n",
       "0              [产品经理, 产品策划, 产品开发, 护肤品开发, 竞品分析, 消费者研究]   \n",
       "1                                                  []   \n",
       "2   [英语, 市场推广, 市场拓展, 渠道策划, 市场策划, 市场调研分析, 乙方公司背景, t...   \n",
       "3        [工具产品, 数据产品, 平台产品, 科研/技术服务, 数据分析, 竞品分析, SQL]   \n",
       "4   [化妆品原料, 市场推广, 产品策划, 产品运营, 产品规划, PS, PPT, 研讨会, ...   \n",
       "5                                                  []   \n",
       "6                                         [化妆品, to B]   \n",
       "7                                                  []   \n",
       "8   [策略产品, 数据产品, 平台产品, 计算机软件, 产品优化, 团队管理, 用户研究, 产品...   \n",
       "9                                                  []   \n",
       "10                                                 []   \n",
       "11                                 [商品管理, 产品企划, 商品运营]   \n",
       "12                      [生物工程, 微生物研究, 试剂, 制药企业, 生物企业]   \n",
       "13  [CRM软件, 信息化项目, 软件行业, 咨询项目, 售前支持, IT/互联网/软件, 服务...   \n",
       "14                                             [增长产品]   \n",
       "15                                             [数据分析]   \n",
       "16                        [临床试验, 临床项目管理, GCP认证, CE认证]   \n",
       "17                                            [B2C  ]   \n",
       "18                     [团队管理, 产品规划, 市场调研, 产品优化, 需求分析]   \n",
       "19                     [团队管理, 产品规划, 产品优化, 市场调研, 需求分析]   \n",
       "20                                                 []   \n",
       "21                         [活动策划, 市场推广, 效果评估, 市场调研分析]   \n",
       "22                                 [金融产品, to B, to C]   \n",
       "23  [金融行业, 产品设计, 需求分析, to B, 金融产品, 固收, 估值, 交易产品, 风...   \n",
       "24  [电商产品, 后台产品, AI人工智能产品, 中台产品, 交易产品, CRM系统, 人工智能...   \n",
       "25  [供应链产品, 定价/竞价产品, 数据产品, IT互联网, 产品设计, 产品规划, 原型设计...   \n",
       "26  [工具产品, 交易产品, 金融产品, 数据产品, 金融行业, 需求分析, 产品规划, 产品设...   \n",
       "27                                             [金融产品]   \n",
       "28                                                 []   \n",
       "29                                       [产品规划, 产品优化]   \n",
       "30  [交易产品, 投资产品, 金融行业, 产品规划, 产品设计, 需求管理, 竞品分析, to ...   \n",
       "31                                                 []   \n",
       "32                                                 []   \n",
       "33  [供应链产品, 产品设计, 需求分析, 用户研究, 产品优化, 交互设计, 流程设计, Vi...   \n",
       "34  [社交产品, 海外产品, 移动端产品, 产品规划, 竞品分析, 需求分析, 用户研究, 市场...   \n",
       "35                                               [游戏]   \n",
       "36  [智能推荐, 产品规划, 产品设计, 中台产品, 增长产品, 客户端产品, to C, 移动...   \n",
       "37  [证券业, 金融行业, 数据产品, 中台产品, to B, 产品规划, 需求分析, 用户研究...   \n",
       "38                              [社区/社交产品, 中期开发迭代, 拉新]   \n",
       "39                                                 []   \n",
       "\n",
       "                                      job.title  job.salary job.jobId  \\\n",
       "0                                          产品经理      15-22k  56599163   \n",
       "1                                        口腔产品经理      15-20k  57635749   \n",
       "2                   产品经理（化妆品原料）/Product Manager        薪资面议  50965433   \n",
       "3                           产品经理Product Manager      20-25k  57679297   \n",
       "4                             助理产品经理（化妆品原料）/APM        薪资面议  57794503   \n",
       "5                                     化妆品原料产品经理  30-45k·14薪  45379571   \n",
       "6                                          产品经理      25-29k  45380041   \n",
       "7   Assistant Product Manager / Product Manager  15-25k·13薪  57513943   \n",
       "8                                 产品经理（企业数字化转型）       6-10k  56295007   \n",
       "9                                        数码产品经理        薪资面议  43037645   \n",
       "10                                 产品经理（工业消洗产品）      12-30k  35923437   \n",
       "11                        产品经理-产品企划（鞋类）(J13091)  14-28k·16薪  50466807   \n",
       "12                         微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  48554057   \n",
       "13                       CRM实施顾问&项目经理PM(J12971)      11-22k  57403583   \n",
       "14                                         活动PM        薪资面议  25415919   \n",
       "15                                         游戏PM  15-30k·13薪  31935443   \n",
       "16                                   临床试验项目经理PM      25-45k  45175333   \n",
       "17                                  产品经理（跨境独立站）      15-30k  42605447   \n",
       "18                                  高级产品经理（心血管）  15-20k·13薪  44840683   \n",
       "19                                         产品经理  15-30k·16薪  44610575   \n",
       "20                                       助理产品经理      10-15k  45992111   \n",
       "21                                     肾线助理产品经理      10-15k  45962605   \n",
       "22                                       高级产品经理      20-35k  57680185   \n",
       "23                                     金融科技产品经理  15-30k·24薪  45932121   \n",
       "24                                      中后台产品经理      15-30k  58646063   \n",
       "25                                 产品经理（业务平台方向）      20-35k  50864053   \n",
       "26                                         产品经理      30-40k  48862553   \n",
       "27                                     金融科技产品经理      40-70k  45405873   \n",
       "28                                     产品经理（医药）  10-20k·13薪  49318567   \n",
       "29                                     CoAI产品经理      15-30k  58645931   \n",
       "30                                 投资交易业务系统产品经理      25-35k  54963405   \n",
       "31                              硬件产品经理（双休+五险一金）      15-24k  56770509   \n",
       "32                                    区域产品经理/专员      12-20k  56719319   \n",
       "33                                      CRM产品经理  16-25k·13薪  57730045   \n",
       "34                                海外社交产品经理（APP）      20-35k  52258307   \n",
       "35                            高级项目管理PM（游戏研发）-正编  20-35k·16薪  45369359   \n",
       "36                                      APP产品经理      20-35k  45726229   \n",
       "37                                   研究所数字化产品经理      25-35k  57115027   \n",
       "38                                       移动产品经理  15-23k·13薪  58599593   \n",
       "39                                     产品经理（临床）  12-20k·13薪  50523789   \n",
       "\n",
       "    job.topJob job.refreshTime  job.advViewFlag job.jobKind  ...  \\\n",
       "0         True  20230523091823             True           2  ...   \n",
       "1         True  20230522155255             True           2  ...   \n",
       "2        False  20230524102051            False           2  ...   \n",
       "3        False  20230410215438            False           2  ...   \n",
       "4        False  20230524102051            False           2  ...   \n",
       "5        False  20230507193936            False           1  ...   \n",
       "6        False  20230425140852            False           1  ...   \n",
       "7        False  20230524094629            False           2  ...   \n",
       "8        False  20230221094711            False           2  ...   \n",
       "9        False  20210913204744            False           2  ...   \n",
       "10       False  20220319162445            False           2  ...   \n",
       "11       False  20221116184947            False           2  ...   \n",
       "12       False  20230518131003            False           2  ...   \n",
       "13       False  20230329180701            False           2  ...   \n",
       "14       False  20210615114605            False           2  ...   \n",
       "15       False  20200921191755            False           2  ...   \n",
       "16       False  20221024180150            False           2  ...   \n",
       "17       False  20230518100900            False           1  ...   \n",
       "18       False  20230523102955            False           1  ...   \n",
       "19       False  20230321173412            False           1  ...   \n",
       "20       False  20230510133545            False           1  ...   \n",
       "21       False  20230523230950            False           1  ...   \n",
       "22       False  20230411085415            False           2  ...   \n",
       "23       False  20230518101341            False           1  ...   \n",
       "24       False  20230518100536            False           2  ...   \n",
       "25       False  20230519181008            False           2  ...   \n",
       "26       False  20220413101034            False           2  ...   \n",
       "27       False  20230522111418            False           1  ...   \n",
       "28       False  20230522113532            False           2  ...   \n",
       "29       False  20230518100336            False           2  ...   \n",
       "30       False  20230320152628            False           2  ...   \n",
       "31       False  20230510110752            False           2  ...   \n",
       "32       False  20230519090805            False           2  ...   \n",
       "33       False  20230412105004            False           2  ...   \n",
       "34       False  20230423150551            False           2  ...   \n",
       "35       False  20230418144859            False           1  ...   \n",
       "36       False  20230506133944            False           1  ...   \n",
       "37       False  20230320152604            False           2  ...   \n",
       "38       False  20230516174048            False           2  ...   \n",
       "39       False  20230524090746            False           2  ...   \n",
       "\n",
       "   recruiter.recruiterName recruiter.recruiterTitle  \\\n",
       "0                      廖女士                       hr   \n",
       "1                      王女士                     人事经理   \n",
       "2                      吴女士            HR Specialist   \n",
       "3                      樊女士                      HRM   \n",
       "4                      吴女士            HR Specialist   \n",
       "5                      陈女士                     猎头顾问   \n",
       "6                      朱女士                     猎头顾问   \n",
       "7                      谢女士                   人力资源经理   \n",
       "8                      黎先生                     招聘主管   \n",
       "9                      张先生                      112   \n",
       "10                     陈女士                       HR   \n",
       "11                     陈先生                            \n",
       "12                     陈女士                            \n",
       "13                     俞女士                       HR   \n",
       "14                     刘女士               Consultant   \n",
       "15                     邱女士                   人力资源管理   \n",
       "16                     林女士               consultant   \n",
       "17                     孙女士                     猎头顾问   \n",
       "18                     张女士                     猎头顾问   \n",
       "19                     翟先生                     猎头顾问   \n",
       "20                     詹女士                     猎头顾问   \n",
       "21                     王先生                     猎头顾问   \n",
       "22                     李先生                     产品经理   \n",
       "23                     余女士                     猎头顾问   \n",
       "24                     孙女士                       HR   \n",
       "25                     王先生                   人力行政经理   \n",
       "26                     邓先生                     助理总监   \n",
       "27                     周先生                     猎头顾问   \n",
       "28                     郑女士                   人力资源经理   \n",
       "29                     孙女士                       HR   \n",
       "30                     杨先生                     产品总监   \n",
       "31                     邓先生                            \n",
       "32                     奚先生                            \n",
       "33                     陈女士                     招聘专员   \n",
       "34                     刘女士                            \n",
       "35                     谢先生                     猎头顾问   \n",
       "36                     宋女士                     猎头顾问   \n",
       "37                     杨先生                     产品总监   \n",
       "38                     符女士                     招聘经理   \n",
       "39                     王女士                            \n",
       "\n",
       "               recruiter.recruiterId comp.compIndustry comp.compId  \\\n",
       "0   08c47b29111d53f9128b5c5e955e54ca                日化   8268689.0   \n",
       "1   9f412d916bb7f4fc2bb7667df57e2265              医疗机构   7953428.0   \n",
       "2   14799e1bef289c70aa9b550257de7ea8            贸易/进出口   8112968.0   \n",
       "3   74207202b9a1882cbe061eb681f898fc              IT服务  13315477.0   \n",
       "4   14799e1bef289c70aa9b550257de7ea8            贸易/进出口   8112968.0   \n",
       "5   9780c9933530029971f2c48a1f2fc365            贸易/进出口         NaN   \n",
       "6   7660709be664be56c32a8aef2aff706d            贸易/进出口         NaN   \n",
       "7   ccfed7449a759b2cf7778dde1bad5db7                日化   2061455.0   \n",
       "8   ed79e9abb562c2c2e3f3af8aab9ad0d7              通信设备   7863327.0   \n",
       "9   80a35acbf6b5573c5c8cd7b9f6ba8101             计算机软件   2664546.0   \n",
       "10  7f371db882206fccd2bdf1809a52d3e6                制药   7932064.0   \n",
       "11  3466dbf14ff3a1923d3d8a2c8cd5b370          服装/纺织/皮革  13032765.0   \n",
       "12  0f80a6460fa3a5f3c33c5fd0dac95307                制药   7932064.0   \n",
       "13  77ca96ebd1c0d4c9b55b81912526b943               互联网   8361671.0   \n",
       "14  e8c70da123d6c7e1efcb8675c412f368              IT服务   6629285.0   \n",
       "15  2b6b0643bf65c612313162312f0bffed                游戏   8307104.0   \n",
       "16  b7496ba1a2ad4a49540e81c097c2c00b                制药   8014813.0   \n",
       "17  ff186e8769d0eb433b3d2e40fab0791f             批发/零售         NaN   \n",
       "18  19c7e868788176ac418b574949a37e95              医疗器械         NaN   \n",
       "19  9ccbd98c4200aa058ba0d06d22640688              医疗器械         NaN   \n",
       "20  d4f9854c3283897914129ac743a9c20b                制药         NaN   \n",
       "21  a47c96eb83b310ca674c79a2cb7ee032                制药         NaN   \n",
       "22  e337dbb1513a599a17e8728a9095f3f2          基金/证券/期货   1421537.0   \n",
       "23  aaac5ff845a2dab8555f76cf29a4a43d          基金/证券/期货         NaN   \n",
       "24  bf025e376eda97b6d149587f82ccef21              人工智能  12259667.0   \n",
       "25  447192a1f8361cbbaeca9d0effc98617            专业技术服务   9249822.0   \n",
       "26  6a640f1ee733f50362c9c303e393b9df          基金/证券/期货   1421537.0   \n",
       "27  954c5968d2fb21b5e680da2e30181a15          基金/证券/期货         NaN   \n",
       "28  f1fd6c5c7f42fe50fead12fba1a626dd                制药   8770675.0   \n",
       "29  bf025e376eda97b6d149587f82ccef21              人工智能  12259667.0   \n",
       "30  c0e374fde64faf9fd285fc3f92448b7c          基金/证券/期货   1421537.0   \n",
       "31  92eddec81c3c0d69b56d64bdac13174c              电子商务  13448295.0   \n",
       "32  6a38f9f262e1c6a84f66206ef8578fe5              医疗器械   9876495.0   \n",
       "33  eeb461b61aa8efefc2871738b2a018b8             计算机软件    170110.0   \n",
       "34  a643bf1613e7231cd177ad61f55781ab               互联网  13304319.0   \n",
       "35  4633a0e5f0ebbd2431439e30c70c5a48               互联网         NaN   \n",
       "36  9f229bd577e8dedd716419452dc11978          货运/物流/仓储         NaN   \n",
       "37  c0e374fde64faf9fd285fc3f92448b7c          基金/证券/期货   1421537.0   \n",
       "38  9065749cbf80f19a52e5febada28512c              电子商务   9886227.0   \n",
       "39  b4e62c69708243ce8d86c9271f8d0f63                制药   8770675.0   \n",
       "\n",
       "      comp.compName                    comp.compLogo  \\\n",
       "0             雅丽洁集团  5c2728c5570cb1037dc2f50606u.png   \n",
       "1              美莱整形  5bfea5c374719d2aa34cea8003a.png   \n",
       "2              仙婷集团  6274ee6d04a5ff469b10880402u.png   \n",
       "3    广州市新目标电子商务有限公司  61b07937d0458d53c627567e02u.jpg   \n",
       "4              仙婷集团  6274ee6d04a5ff469b10880402u.png   \n",
       "5             某知名公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "6        某广州贸易进出口公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "7              曼秀雷敦  555c2acba3109367c320a8c601a.png   \n",
       "8              润建股份  5cc116c89fae687d43343d7308u.png   \n",
       "9              汇丰软件  5bfe92c174719d9f609a7b9603a.png   \n",
       "10    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   \n",
       "11            斯凯奇中国  628c584cb244352e0e92248608u.png   \n",
       "12    广东环凯微生物科技有限公司  5bfe8edd74719d35745a548603a.png   \n",
       "13   上海汉得信息技术股份有限公司  5ed700f4ec4db462f82e4ddf01u.png   \n",
       "14        恩梯梯数据(中国)  5bfea15d74719d2aa34c24f803a.png   \n",
       "15     英雄互娱科技股份有限公司  616e7903bbe0bb0ec5705fe401u.png   \n",
       "16             昆翎医药  5f5af11af6d1ab584752271c08u.png   \n",
       "17       某广州贸易进出口公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "18      某广州医疗设备上市公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "19      某广州医疗器械上市公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "20        某广州制药上市公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "21        某广州制药上市公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "22             广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "23      某国内大型基金证券公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "24      广州紫为云科技有限公司  5fb77c254e19660289e2bbfa02u.jpg   \n",
       "25    广东省国际工程咨询有限公司  5bfe987274719df0ac996f4203a.png   \n",
       "26             广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "27      某国内大型基金证券公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "28             泉能药业  6204d5c82d249250e33f030008u.png   \n",
       "29      广州紫为云科技有限公司  5fb77c254e19660289e2bbfa02u.jpg   \n",
       "30             广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "31             磐世科技  61b07937d0458d53c627567e02u.jpg   \n",
       "32   上海睿昂基因科技股份有限公司  5e0d63d829d83a675436d93a02u.png   \n",
       "33             赛意信息  5d1ea8a63ee8b11dd4aa762703u.png   \n",
       "34             氢氧元素  630ddf4f857bcf241aa958d806u.png   \n",
       "35         某大型互联网公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "36  某广州大型货运/物流/仓储公司  60e2fe0bf3df194a3c48adb502u.png   \n",
       "37             广发证券  5bfea33774719d2aa34c7eb903a.png   \n",
       "38             丹霄技术  60af42bdd7e0220766018e7304u.png   \n",
       "39             泉能药业  6204d5c82d249250e33f030008u.png   \n",
       "\n",
       "                                   comp.link comp.compScale comp.compStage  \n",
       "0    https://www.liepin.com/company/8268689/     1000-2000人            NaN  \n",
       "1    https://www.liepin.com/company/7953428/     1000-2000人            NaN  \n",
       "2    https://www.liepin.com/company/8112968/         50-99人            NaN  \n",
       "3   https://www.liepin.com/company/13315477/       100-499人            NaN  \n",
       "4    https://www.liepin.com/company/8112968/         50-99人            NaN  \n",
       "5                                                    50-99人          融资未公开  \n",
       "6                                                    50-99人          融资未公开  \n",
       "7    https://www.liepin.com/company/2061455/       500-999人            NaN  \n",
       "8    https://www.liepin.com/company/7863327/    5000-10000人         沪深A股上市  \n",
       "9    https://www.liepin.com/company/2664546/     2000-5000人             其他  \n",
       "10   https://www.liepin.com/company/7932064/       100-499人          融资未公开  \n",
       "11  https://www.liepin.com/company/13032765/     2000-5000人            NaN  \n",
       "12   https://www.liepin.com/company/7932064/       100-499人          融资未公开  \n",
       "13   https://www.liepin.com/company/8361671/       10000人以上            已上市  \n",
       "14   https://www.liepin.com/company/6629285/     2000-5000人            NaN  \n",
       "15   https://www.liepin.com/company/8307104/     1000-2000人          科创板上市  \n",
       "16   https://www.liepin.com/company/8014813/     1000-2000人            NaN  \n",
       "17                                                 100-499人            NaN  \n",
       "18                                                 500-999人            已上市  \n",
       "19                                                 500-999人            已上市  \n",
       "20                                               2000-5000人            已上市  \n",
       "21                                               2000-5000人            已上市  \n",
       "22   https://www.liepin.com/company/1421537/    5000-10000人            已上市  \n",
       "23                                                 500-999人             A轮  \n",
       "24  https://www.liepin.com/company/12259667/         50-99人            NaN  \n",
       "25   https://www.liepin.com/company/9249822/       500-999人            NaN  \n",
       "26   https://www.liepin.com/company/1421537/    5000-10000人            已上市  \n",
       "27                                                 500-999人             A轮  \n",
       "28   https://www.liepin.com/company/8770675/       100-499人            NaN  \n",
       "29  https://www.liepin.com/company/12259667/         50-99人            NaN  \n",
       "30   https://www.liepin.com/company/1421537/    5000-10000人            已上市  \n",
       "31  https://www.liepin.com/company/13448295/                           NaN  \n",
       "32   https://www.liepin.com/company/9876495/       500-999人          科创板上市  \n",
       "33    https://www.liepin.com/company/170110/     2000-5000人          创业板上市  \n",
       "34  https://www.liepin.com/company/13304319/         50-99人            NaN  \n",
       "35                                                 10000人以上          融资未公开  \n",
       "36                                                 10000人以上            已上市  \n",
       "37   https://www.liepin.com/company/1421537/    5000-10000人            已上市  \n",
       "38   https://www.liepin.com/company/9886227/       100-499人            NaN  \n",
       "39   https://www.liepin.com/company/8770675/       100-499人            NaN  \n",
       "\n",
       "[40 rows x 31 columns]"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "pd.json_normalize(results[0]['data']['data']['jobCardList'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "1d5b6398",
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "<class 'pandas.core.frame.DataFrame'>\n",
      "RangeIndex: 240 entries, 0 to 239\n",
      "Data columns (total 32 columns):\n",
      " #   Column                    Non-Null Count  Dtype  \n",
      "---  ------                    --------------  -----  \n",
      " 0   Unnamed: 0                240 non-null    int64  \n",
      " 1   dataInfo                  240 non-null    object \n",
      " 2   dataParams                240 non-null    object \n",
      " 3   job.labels                240 non-null    object \n",
      " 4   job.title                 240 non-null    object \n",
      " 5   job.salary                240 non-null    object \n",
      " 6   job.jobId                 240 non-null    int64  \n",
      " 7   job.topJob                240 non-null    bool   \n",
      " 8   job.refreshTime           240 non-null    int64  \n",
      " 9   job.advViewFlag           240 non-null    bool   \n",
      " 10  job.jobKind               240 non-null    int64  \n",
      " 11  job.dq                    240 non-null    object \n",
      " 12  job.pcOuterLink           0 non-null      float64\n",
      " 13  job.h5OuterLink           0 non-null      float64\n",
      " 14  job.link                  240 non-null    object \n",
      " 15  job.dataPromId            240 non-null    object \n",
      " 16  job.requireWorkYears      240 non-null    object \n",
      " 17  job.requireEduLevel       240 non-null    object \n",
      " 18  recruiter.imId            240 non-null    object \n",
      " 19  recruiter.imUserType      240 non-null    int64  \n",
      " 20  recruiter.recruiterPhoto  240 non-null    object \n",
      " 21  recruiter.chatted         240 non-null    bool   \n",
      " 22  recruiter.recruiterName   240 non-null    object \n",
      " 23  recruiter.recruiterTitle  204 non-null    object \n",
      " 24  recruiter.recruiterId     240 non-null    object \n",
      " 25  comp.compIndustry         240 non-null    object \n",
      " 26  comp.compId               174 non-null    float64\n",
      " 27  comp.compName             240 non-null    object \n",
      " 28  comp.compLogo             240 non-null    object \n",
      " 29  comp.link                 174 non-null    object \n",
      " 30  comp.compScale            234 non-null    object \n",
      " 31  comp.compStage            132 non-null    object \n",
      "dtypes: bool(3), float64(3), int64(5), object(21)\n",
      "memory usage: 55.2+ KB\n"
     ]
    }
   ],
   "source": [
    "df.info()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "473df6cf",
   "metadata": {},
   "source": [
    "> 1.label ===> 词云图\n",
    "> 2.title ===> 高频职位（规范）\n",
    "> 3.salary ===> 大概：PM的岗位薪资（平均、最高、最少）运营，前端，UI，数据PM（增长PM，增长黑客，用户增长），设计PM\n",
    "> 4. dq ===> 地图（岗位数量分布），不同职位数量分布\n",
    "> 5. Scale ===> 人数分布\n",
    "> 6.公司名称 ===> Top职位较多的公司有哪些\n",
    "> 7.WorkYears ===> 薪资和工作时间的关系，职位和工作年限的关系\n",
    "> 8.EduLevel ===> 广州PM对于学历的要求，学历和薪资之间关系"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2899143c",
   "metadata": {},
   "source": [
    "## 筛选存在数据分析价值的列"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "0f223ca0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者...</td>\n",
       "      <td>20230523091823</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-22k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>大专</td>\n",
       "      <td>NaN</td>\n",
       "      <td>雅丽洁集团</td>\n",
       "      <td>日化</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230522155255</td>\n",
       "      <td>口腔产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>广州-越秀区</td>\n",
       "      <td>True</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>美莱整形</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>1000-2000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞...</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>广州-番禺区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS'...</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>['游戏']</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>已上市</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>['社区/社交产品', '中期开发迭代', '拉新']</td>\n",
       "      <td>20230516174048</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>15-23k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230524090746</td>\n",
       "      <td>产品经理（临床）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>NaN</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "0    ['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者...   20230523091823   \n",
       "1                                                   []   20230522155255   \n",
       "2    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   20230524102051   \n",
       "3    ['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞...   20230410215438   \n",
       "4    ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS'...   20230524102051   \n",
       "..                                                 ...              ...   \n",
       "235                                             ['游戏']   20230418144859   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...   20230506133944   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...   20230320152604   \n",
       "238                        ['社区/社交产品', '中期开发迭代', '拉新']   20230516174048   \n",
       "239                                                 []   20230524090746   \n",
       "\n",
       "                       job.title  job.salary  job.dq  job.topJob  \\\n",
       "0                           产品经理      15-22k  广州-天河区        True   \n",
       "1                         口腔产品经理      15-20k  广州-越秀区        True   \n",
       "2    产品经理（化妆品原料）/Product Manager        薪资面议  广州-天河区       False   \n",
       "3            产品经理Product Manager      20-25k  广州-番禺区       False   \n",
       "4              助理产品经理（化妆品原料）/APM        薪资面议  广州-天河区       False   \n",
       "..                           ...         ...     ...         ...   \n",
       "235            高级项目管理PM（游戏研发）-正编  20-35k·16薪  广州-天河区       False   \n",
       "236                      APP产品经理      20-35k  广州-白云区       False   \n",
       "237                   研究所数字化产品经理      25-35k  广州-天河区       False   \n",
       "238                       移动产品经理  15-23k·13薪  广州-天河区       False   \n",
       "239                     产品经理（临床）  12-20k·13薪  广州-天河区       False   \n",
       "\n",
       "    job.requireWorkYears job.requireEduLevel comp.compStage    comp.compName  \\\n",
       "0                   3-5年                  大专            NaN            雅丽洁集团   \n",
       "1                   3-5年                统招本科            NaN             美莱整形   \n",
       "2                   3-5年                  硕士            NaN             仙婷集团   \n",
       "3                   3-5年                  本科            NaN   广州市新目标电子商务有限公司   \n",
       "4                   3-5年                  本科            NaN             仙婷集团   \n",
       "..                   ...                 ...            ...              ...   \n",
       "235                 3-5年                统招本科          融资未公开         某大型互联网公司   \n",
       "236                 3-5年                统招本科            已上市  某广州大型货运/物流/仓储公司   \n",
       "237                 3-5年                  硕士            已上市             广发证券   \n",
       "238                 3-5年                  本科            NaN             丹霄技术   \n",
       "239                 3-5年                统招本科            NaN             泉能药业   \n",
       "\n",
       "    comp.compIndustry comp.compScale  \n",
       "0                  日化     1000-2000人  \n",
       "1                医疗机构     1000-2000人  \n",
       "2              贸易/进出口         50-99人  \n",
       "3                IT服务       100-499人  \n",
       "4              贸易/进出口         50-99人  \n",
       "..                ...            ...  \n",
       "235               互联网       10000人以上  \n",
       "236          货运/物流/仓储       10000人以上  \n",
       "237          基金/证券/期货    5000-10000人  \n",
       "238              电子商务       100-499人  \n",
       "239                制药       100-499人  \n",
       "\n",
       "[240 rows x 12 columns]"
      ]
     },
     "execution_count": 21,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz =  df[['job.labels','job.refreshTime','job.title','job.salary','job.dq','job.topJob','job.requireWorkYears','job.requireEduLevel','comp.compStage','comp.compName','comp.compIndustry','comp.compScale']]\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b19023d2",
   "metadata": {},
   "source": [
    "## job.labels"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "60cb3de4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([\"['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者研究']\", '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       '[]', '[]', \"['商品管理', '产品企划', '商品运营']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['增长产品']\", \"['数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['B2C  ']\", \"['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']\",\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['活动策划', '市场推广', '效果评估', '市场调研分析']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['金融产品']\", '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设计', '流程设计', 'Visio', '数据分析']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['游戏']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", '[]',\n",
       "       \"['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者研究']\", '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       '[]', '[]', \"['商品管理', '产品企划', '商品运营']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['增长产品']\", \"['数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['B2C  ']\", \"['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']\",\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['活动策划', '市场推广', '效果评估', '市场调研分析']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['金融产品']\", '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设计', '流程设计', 'Visio', '数据分析']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['游戏']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", '[]',\n",
       "       \"['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者研究']\", '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       '[]', '[]', \"['商品管理', '产品企划', '商品运营']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['增长产品']\", \"['数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['B2C  ']\", \"['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']\",\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['活动策划', '市场推广', '效果评估', '市场调研分析']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['金融产品']\", '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设计', '流程设计', 'Visio', '数据分析']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['游戏']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", '[]',\n",
       "       \"['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者研究']\", '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       '[]', '[]', \"['商品管理', '产品企划', '商品运营']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['增长产品']\", \"['数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['B2C  ']\", \"['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']\",\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['活动策划', '市场推广', '效果评估', '市场调研分析']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['金融产品']\", '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设计', '流程设计', 'Visio', '数据分析']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['游戏']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", '[]',\n",
       "       \"['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者研究']\", '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       '[]', '[]', \"['商品管理', '产品企划', '商品运营']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['增长产品']\", \"['数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['B2C  ']\", \"['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']\",\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['活动策划', '市场推广', '效果评估', '市场调研分析']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['金融产品']\", '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设计', '流程设计', 'Visio', '数据分析']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['游戏']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", '[]',\n",
       "       \"['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者研究']\", '[]',\n",
       "       \"['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析', '乙方公司背景', 'to B', '大客户', '无销售性质']\",\n",
       "       \"['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞品分析', 'SQL']\",\n",
       "       \"['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS', 'PPT', '研讨会', '活性物', '护肤品']\",\n",
       "       '[]', \"['化妆品', 'to B']\", '[]',\n",
       "       \"['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管理', '用户研究', '产品设计', '数据分析', '数据挖掘']\",\n",
       "       '[]', '[]', \"['商品管理', '产品企划', '商品运营']\",\n",
       "       \"['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']\",\n",
       "       \"['CRM软件', '信息化项目', '软件行业', '咨询项目', '售前支持', 'IT/互联网/软件', '服务业', '批发/零售', '化工行业', 'CRM系统']\",\n",
       "       \"['增长产品']\", \"['数据分析']\", \"['临床试验', '临床项目管理', 'GCP认证', 'CE认证']\",\n",
       "       \"['B2C  ']\", \"['团队管理', '产品规划', '市场调研', '产品优化', '需求分析']\",\n",
       "       \"['团队管理', '产品规划', '产品优化', '市场调研', '需求分析']\", '[]',\n",
       "       \"['活动策划', '市场推广', '效果评估', '市场调研分析']\", \"['金融产品', 'to B', 'to C']\",\n",
       "       \"['金融行业', '产品设计', '需求分析', 'to B', '金融产品', '固收', '估值', '交易产品', '风控产品']\",\n",
       "       \"['电商产品', '后台产品', 'AI人工智能产品', '中台产品', '交易产品', 'CRM系统', '人工智能', '电子商务', '产品优化', '产品设计']\",\n",
       "       \"['供应链产品', '定价/竞价产品', '数据产品', 'IT互联网', '产品设计', '产品规划', '原型设计', '交互设计', '用户研究', '竞品分析']\",\n",
       "       \"['工具产品', '交易产品', '金融产品', '数据产品', '金融行业', '需求分析', '产品规划', '产品设计', '数据分析', '团队管理']\",\n",
       "       \"['金融产品']\", '[]', \"['产品规划', '产品优化']\",\n",
       "       \"['交易产品', '投资产品', '金融行业', '产品规划', '产品设计', '需求管理', '竞品分析', 'to B', '需求分析', '需求调研']\",\n",
       "       '[]', '[]',\n",
       "       \"['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设计', '流程设计', 'Visio', '数据分析']\",\n",
       "       \"['社交产品', '海外产品', '移动端产品', '产品规划', '竞品分析', '需求分析', '用户研究', '市场调研', '产品设计', '原型设计']\",\n",
       "       \"['游戏']\",\n",
       "       \"['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产品', 'to C', '移动端产品']\",\n",
       "       \"['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划', '需求分析', '用户研究', '金融产品', '内容产品']\",\n",
       "       \"['社区/社交产品', '中期开发迭代', '拉新']\", '[]'], dtype=object)"
      ]
     },
     "execution_count": 22,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.labels'].values"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "e2203033",
   "metadata": {},
   "source": [
    "## job.title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "2e723f4c",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0                             产品经理\n",
       "1                           口腔产品经理\n",
       "2      产品经理（化妆品原料）/Product Manager\n",
       "3              产品经理Product Manager\n",
       "4                助理产品经理（化妆品原料）/APM\n",
       "                  ...             \n",
       "235              高级项目管理PM（游戏研发）-正编\n",
       "236                        APP产品经理\n",
       "237                     研究所数字化产品经理\n",
       "238                         移动产品经理\n",
       "239                       产品经理（临床）\n",
       "Name: job.title, Length: 240, dtype: object"
      ]
     },
     "execution_count": 23,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_title = df_PM_gz['job.title']\n",
    "df_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "6958dd31",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array(['产品经理', '口腔产品经理', '产品经理（化妆品原料）/Product Manager',\n",
       "       '产品经理Product Manager', '助理产品经理（化妆品原料）/APM', '化妆品原料产品经理', '产品经理',\n",
       "       'Assistant Product Manager / Product Manager', '产品经理（企业数字化转型）',\n",
       "       '数码产品经理', '产品经理（工业消洗产品）', '产品经理-产品企划（鞋类）(J13091)',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', 'CRM实施顾问&项目经理PM(J12971)', '活动PM', '游戏PM',\n",
       "       '临床试验项目经理PM', '产品经理（跨境独立站）', '高级产品经理（心血管）', '产品经理', '助理产品经理',\n",
       "       '肾线助理产品经理', '高级产品经理', '金融科技产品经理', '中后台产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '金融科技产品经理', '产品经理（医药）', 'CoAI产品经理', '投资交易业务系统产品经理',\n",
       "       '硬件产品经理（双休+五险一金）', '区域产品经理/专员', 'CRM产品经理', '海外社交产品经理（APP）',\n",
       "       '高级项目管理PM（游戏研发）-正编', 'APP产品经理', '研究所数字化产品经理', '移动产品经理', '产品经理（临床）',\n",
       "       '产品经理', '口腔产品经理', '产品经理（化妆品原料）/Product Manager',\n",
       "       '产品经理Product Manager', '助理产品经理（化妆品原料）/APM', '化妆品原料产品经理', '产品经理',\n",
       "       'Assistant Product Manager / Product Manager', '产品经理（企业数字化转型）',\n",
       "       '数码产品经理', '产品经理（工业消洗产品）', '产品经理-产品企划（鞋类）(J13091)',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', 'CRM实施顾问&项目经理PM(J12971)', '活动PM', '游戏PM',\n",
       "       '临床试验项目经理PM', '产品经理（跨境独立站）', '高级产品经理（心血管）', '产品经理', '助理产品经理',\n",
       "       '肾线助理产品经理', '高级产品经理', '金融科技产品经理', '中后台产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '金融科技产品经理', '产品经理（医药）', 'CoAI产品经理', '投资交易业务系统产品经理',\n",
       "       '硬件产品经理（双休+五险一金）', '区域产品经理/专员', 'CRM产品经理', '海外社交产品经理（APP）',\n",
       "       '高级项目管理PM（游戏研发）-正编', 'APP产品经理', '研究所数字化产品经理', '移动产品经理', '产品经理（临床）',\n",
       "       '产品经理', '口腔产品经理', '产品经理（化妆品原料）/Product Manager',\n",
       "       '产品经理Product Manager', '助理产品经理（化妆品原料）/APM', '化妆品原料产品经理', '产品经理',\n",
       "       'Assistant Product Manager / Product Manager', '产品经理（企业数字化转型）',\n",
       "       '数码产品经理', '产品经理（工业消洗产品）', '产品经理-产品企划（鞋类）(J13091)',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', 'CRM实施顾问&项目经理PM(J12971)', '活动PM', '游戏PM',\n",
       "       '临床试验项目经理PM', '产品经理（跨境独立站）', '高级产品经理（心血管）', '产品经理', '助理产品经理',\n",
       "       '肾线助理产品经理', '高级产品经理', '金融科技产品经理', '中后台产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '金融科技产品经理', '产品经理（医药）', 'CoAI产品经理', '投资交易业务系统产品经理',\n",
       "       '硬件产品经理（双休+五险一金）', '区域产品经理/专员', 'CRM产品经理', '海外社交产品经理（APP）',\n",
       "       '高级项目管理PM（游戏研发）-正编', 'APP产品经理', '研究所数字化产品经理', '移动产品经理', '产品经理（临床）',\n",
       "       '产品经理', '口腔产品经理', '产品经理（化妆品原料）/Product Manager',\n",
       "       '产品经理Product Manager', '助理产品经理（化妆品原料）/APM', '化妆品原料产品经理', '产品经理',\n",
       "       'Assistant Product Manager / Product Manager', '产品经理（企业数字化转型）',\n",
       "       '数码产品经理', '产品经理（工业消洗产品）', '产品经理-产品企划（鞋类）(J13091)',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', 'CRM实施顾问&项目经理PM(J12971)', '活动PM', '游戏PM',\n",
       "       '临床试验项目经理PM', '产品经理（跨境独立站）', '高级产品经理（心血管）', '产品经理', '助理产品经理',\n",
       "       '肾线助理产品经理', '高级产品经理', '金融科技产品经理', '中后台产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '金融科技产品经理', '产品经理（医药）', 'CoAI产品经理', '投资交易业务系统产品经理',\n",
       "       '硬件产品经理（双休+五险一金）', '区域产品经理/专员', 'CRM产品经理', '海外社交产品经理（APP）',\n",
       "       '高级项目管理PM（游戏研发）-正编', 'APP产品经理', '研究所数字化产品经理', '移动产品经理', '产品经理（临床）',\n",
       "       '产品经理', '口腔产品经理', '产品经理（化妆品原料）/Product Manager',\n",
       "       '产品经理Product Manager', '助理产品经理（化妆品原料）/APM', '化妆品原料产品经理', '产品经理',\n",
       "       'Assistant Product Manager / Product Manager', '产品经理（企业数字化转型）',\n",
       "       '数码产品经理', '产品经理（工业消洗产品）', '产品经理-产品企划（鞋类）(J13091)',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', 'CRM实施顾问&项目经理PM(J12971)', '活动PM', '游戏PM',\n",
       "       '临床试验项目经理PM', '产品经理（跨境独立站）', '高级产品经理（心血管）', '产品经理', '助理产品经理',\n",
       "       '肾线助理产品经理', '高级产品经理', '金融科技产品经理', '中后台产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '金融科技产品经理', '产品经理（医药）', 'CoAI产品经理', '投资交易业务系统产品经理',\n",
       "       '硬件产品经理（双休+五险一金）', '区域产品经理/专员', 'CRM产品经理', '海外社交产品经理（APP）',\n",
       "       '高级项目管理PM（游戏研发）-正编', 'APP产品经理', '研究所数字化产品经理', '移动产品经理', '产品经理（临床）',\n",
       "       '产品经理', '口腔产品经理', '产品经理（化妆品原料）/Product Manager',\n",
       "       '产品经理Product Manager', '助理产品经理（化妆品原料）/APM', '化妆品原料产品经理', '产品经理',\n",
       "       'Assistant Product Manager / Product Manager', '产品经理（企业数字化转型）',\n",
       "       '数码产品经理', '产品经理（工业消洗产品）', '产品经理-产品企划（鞋类）(J13091)',\n",
       "       '微生物检测产品经理（制药或食品行业方向）', 'CRM实施顾问&项目经理PM(J12971)', '活动PM', '游戏PM',\n",
       "       '临床试验项目经理PM', '产品经理（跨境独立站）', '高级产品经理（心血管）', '产品经理', '助理产品经理',\n",
       "       '肾线助理产品经理', '高级产品经理', '金融科技产品经理', '中后台产品经理', '产品经理（业务平台方向）',\n",
       "       '产品经理', '金融科技产品经理', '产品经理（医药）', 'CoAI产品经理', '投资交易业务系统产品经理',\n",
       "       '硬件产品经理（双休+五险一金）', '区域产品经理/专员', 'CRM产品经理', '海外社交产品经理（APP）',\n",
       "       '高级项目管理PM（游戏研发）-正编', 'APP产品经理', '研究所数字化产品经理', '移动产品经理', '产品经理（临床）'],\n",
       "      dtype=object)"
      ]
     },
     "execution_count": 24,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_title.values"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "8eb44f40",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                           24\n",
       "金融科技产品经理                                       12\n",
       "口腔产品经理                                          6\n",
       "高级产品经理                                          6\n",
       "中后台产品经理                                         6\n",
       "产品经理（业务平台方向）                                    6\n",
       "产品经理（医药）                                        6\n",
       "CoAI产品经理                                        6\n",
       "投资交易业务系统产品经理                                    6\n",
       "硬件产品经理（双休+五险一金）                                 6\n",
       "区域产品经理/专员                                       6\n",
       "CRM产品经理                                         6\n",
       "海外社交产品经理（APP）                                   6\n",
       "高级项目管理PM（游戏研发）-正编                               6\n",
       "APP产品经理                                         6\n",
       "研究所数字化产品经理                                      6\n",
       "移动产品经理                                          6\n",
       "肾线助理产品经理                                        6\n",
       "助理产品经理                                          6\n",
       "高级产品经理（心血管）                                     6\n",
       "数码产品经理                                          6\n",
       "产品经理（化妆品原料）/Product Manager                     6\n",
       "产品经理Product Manager                             6\n",
       "助理产品经理（化妆品原料）/APM                               6\n",
       "化妆品原料产品经理                                       6\n",
       "Assistant Product Manager / Product Manager     6\n",
       "产品经理（企业数字化转型）                                   6\n",
       "产品经理（工业消洗产品）                                    6\n",
       "产品经理（跨境独立站）                                     6\n",
       "产品经理-产品企划（鞋类）(J13091)                           6\n",
       "微生物检测产品经理（制药或食品行业方向）                            6\n",
       "CRM实施顾问&项目经理PM(J12971)                          6\n",
       "活动PM                                            6\n",
       "游戏PM                                            6\n",
       "临床试验项目经理PM                                      6\n",
       "产品经理（临床）                                        6\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 25,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_title.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "15308b88",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                                           24\n",
       "金融科技产品经理                                       12\n",
       "口腔产品经理                                          6\n",
       "高级产品经理                                          6\n",
       "中后台产品经理                                         6\n",
       "产品经理（业务平台方向）                                    6\n",
       "产品经理（医药）                                        6\n",
       "CoAI产品经理                                        6\n",
       "投资交易业务系统产品经理                                    6\n",
       "硬件产品经理（双休+五险一金）                                 6\n",
       "区域产品经理/专员                                       6\n",
       "CRM产品经理                                         6\n",
       "海外社交产品经理（APP）                                   6\n",
       "高级项目管理PM（游戏研发）-正编                               6\n",
       "APP产品经理                                         6\n",
       "研究所数字化产品经理                                      6\n",
       "移动产品经理                                          6\n",
       "肾线助理产品经理                                        6\n",
       "助理产品经理                                          6\n",
       "高级产品经理（心血管）                                     6\n",
       "数码产品经理                                          6\n",
       "产品经理（化妆品原料）/Product Manager                     6\n",
       "产品经理Product Manager                             6\n",
       "助理产品经理（化妆品原料）/APM                               6\n",
       "化妆品原料产品经理                                       6\n",
       "Assistant Product Manager / Product Manager     6\n",
       "产品经理（企业数字化转型）                                   6\n",
       "产品经理（工业消洗产品）                                    6\n",
       "产品经理（跨境独立站）                                     6\n",
       "产品经理-产品企划（鞋类）(J13091)                           6\n",
       "微生物检测产品经理（制药或食品行业方向）                            6\n",
       "CRM实施顾问&项目经理PM(J12971)                          6\n",
       "活动PM                                            6\n",
       "游戏PM                                            6\n",
       "临床试验项目经理PM                                      6\n",
       "产品经理（临床）                                        6\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 26,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_title.value_counts()[df_title.value_counts()>2]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "73b47741",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "0       1000-2000人\n",
       "1       1000-2000人\n",
       "2           50-99人\n",
       "3         100-499人\n",
       "4           50-99人\n",
       "          ...     \n",
       "235       10000人以上\n",
       "236       10000人以上\n",
       "237    5000-10000人\n",
       "238       100-499人\n",
       "239       100-499人\n",
       "Name: comp.compScale, Length: 240, dtype: object"
      ]
     },
     "execution_count": 27,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_salary = df_PM_gz['comp.compScale']\n",
    "df_salary"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "5dc5641d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50-99人         42\n",
       "100-499人       42\n",
       "500-999人       42\n",
       "2000-5000人     36\n",
       "5000-10000人    30\n",
       "1000-2000人     24\n",
       "10000人以上       18\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 28,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_salary.value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "ce10423a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "50-99人         42\n",
       "100-499人       42\n",
       "500-999人       42\n",
       "2000-5000人     36\n",
       "5000-10000人    30\n",
       "1000-2000人     24\n",
       "10000人以上       18\n",
       "Name: comp.compScale, dtype: int64"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_salary.value_counts()[df_salary.value_counts()>4]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9ca27381",
   "metadata": {},
   "source": [
    "## 广州的PM分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "7fa56811",
   "metadata": {},
   "outputs": [],
   "source": [
    "#df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "7fbd8529",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\JYing\\AppData\\Local\\Temp\\ipykernel_11364\\2973464307.py:2: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_PM_gz['job.dq'].replace('广州,', np.nan, inplace=True)\n",
      "C:\\Users\\JYing\\AppData\\Local\\Temp\\ipykernel_11364\\2973464307.py:3: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  df_PM_gz.dropna(inplace=True)\n"
     ]
    },
    {
     "data": {
      "text/plain": [
       "广州        54\n",
       "广州-天河区    36\n",
       "广州-黄埔区    18\n",
       "广州-白云区    12\n",
       "广州-番禺区     6\n",
       "广州-海珠区     6\n",
       "Name: job.dq, dtype: int64"
      ]
     },
     "execution_count": 31,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import numpy as np\n",
    "df_PM_gz['job.dq'].replace('广州,', np.nan, inplace=True)\n",
    "df_PM_gz.dropna(inplace=True)\n",
    "df_PM_gz['job.dq'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "ce93d92f",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['天河区', '黄埔区', '白云区', '番禺区', '海珠区']"
      ]
     },
     "execution_count": 32,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州地区 = [  i.split('-')[1]   for i in df_PM_gz['job.dq'].value_counts().index.tolist()[1:]]\n",
    "广州地区"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "4d96a4b1",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[36, 18, 12, 6, 6]"
      ]
     },
     "execution_count": 33,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "广州岗位个数 = df_PM_gz['job.dq'].value_counts().values.tolist()[1:]\n",
    "广州岗位个数"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "75cea85d",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "\n",
       "<script>\n",
       "    require.config({\n",
       "        paths: {\n",
       "            'echarts':'https://assets.pyecharts.org/assets/v5/echarts.min', '广州':'https://assets.pyecharts.org/assets/v5/maps/guang3_dong1_guang3_zhou1'\n",
       "        }\n",
       "    });\n",
       "</script>\n",
       "\n",
       "        <div id=\"d07d84e482d0430fb7af9d6b14d5c1fc\" style=\"width:900px; height:500px;\"></div>\n",
       "\n",
       "<script>\n",
       "        require(['echarts', '广州'], function(echarts) {\n",
       "                var chart_d07d84e482d0430fb7af9d6b14d5c1fc = echarts.init(\n",
       "                    document.getElementById('d07d84e482d0430fb7af9d6b14d5c1fc'), 'white', {renderer: 'canvas'});\n",
       "                var option_d07d84e482d0430fb7af9d6b14d5c1fc = {\n",
       "    \"animation\": true,\n",
       "    \"animationThreshold\": 2000,\n",
       "    \"animationDuration\": 1000,\n",
       "    \"animationEasing\": \"cubicOut\",\n",
       "    \"animationDelay\": 0,\n",
       "    \"animationDurationUpdate\": 300,\n",
       "    \"animationEasingUpdate\": \"cubicOut\",\n",
       "    \"animationDelayUpdate\": 0,\n",
       "    \"aria\": {\n",
       "        \"enabled\": false\n",
       "    },\n",
       "    \"color\": [\n",
       "        \"#5470c6\",\n",
       "        \"#91cc75\",\n",
       "        \"#fac858\",\n",
       "        \"#ee6666\",\n",
       "        \"#73c0de\",\n",
       "        \"#3ba272\",\n",
       "        \"#fc8452\",\n",
       "        \"#9a60b4\",\n",
       "        \"#ea7ccc\"\n",
       "    ],\n",
       "    \"series\": [\n",
       "        {\n",
       "            \"type\": \"map\",\n",
       "            \"name\": \"\\u5546\\u5bb6A\",\n",
       "            \"label\": {\n",
       "                \"show\": true,\n",
       "                \"margin\": 8\n",
       "            },\n",
       "            \"map\": \"\\u5e7f\\u5dde\",\n",
       "            \"data\": [\n",
       "                {\n",
       "                    \"name\": \"\\u5929\\u6cb3\\u533a\",\n",
       "                    \"value\": 36\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u9ec4\\u57d4\\u533a\",\n",
       "                    \"value\": 18\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u767d\\u4e91\\u533a\",\n",
       "                    \"value\": 12\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u756a\\u79ba\\u533a\",\n",
       "                    \"value\": 6\n",
       "                },\n",
       "                {\n",
       "                    \"name\": \"\\u6d77\\u73e0\\u533a\",\n",
       "                    \"value\": 6\n",
       "                }\n",
       "            ],\n",
       "            \"roam\": true,\n",
       "            \"aspectScale\": 0.75,\n",
       "            \"nameProperty\": \"name\",\n",
       "            \"selectedMode\": false,\n",
       "            \"zoom\": 1,\n",
       "            \"zlevel\": 0,\n",
       "            \"z\": 2,\n",
       "            \"seriesLayoutBy\": \"column\",\n",
       "            \"datasetIndex\": 0,\n",
       "            \"mapValueCalculation\": \"sum\",\n",
       "            \"showLegendSymbol\": true,\n",
       "            \"emphasis\": {}\n",
       "        }\n",
       "    ],\n",
       "    \"legend\": [\n",
       "        {\n",
       "            \"data\": [\n",
       "                \"\\u5546\\u5bb6A\"\n",
       "            ],\n",
       "            \"selected\": {},\n",
       "            \"show\": true,\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"itemWidth\": 25,\n",
       "            \"itemHeight\": 14,\n",
       "            \"backgroundColor\": \"transparent\",\n",
       "            \"borderColor\": \"#ccc\",\n",
       "            \"borderWidth\": 1,\n",
       "            \"borderRadius\": 0,\n",
       "            \"pageButtonItemGap\": 5,\n",
       "            \"pageButtonPosition\": \"end\",\n",
       "            \"pageFormatter\": \"{current}/{total}\",\n",
       "            \"pageIconColor\": \"#2f4554\",\n",
       "            \"pageIconInactiveColor\": \"#aaa\",\n",
       "            \"pageIconSize\": 15,\n",
       "            \"animationDurationUpdate\": 800,\n",
       "            \"selector\": false,\n",
       "            \"selectorPosition\": \"auto\",\n",
       "            \"selectorItemGap\": 7,\n",
       "            \"selectorButtonGap\": 10\n",
       "        }\n",
       "    ],\n",
       "    \"tooltip\": {\n",
       "        \"show\": true,\n",
       "        \"trigger\": \"item\",\n",
       "        \"triggerOn\": \"mousemove|click\",\n",
       "        \"axisPointer\": {\n",
       "            \"type\": \"line\"\n",
       "        },\n",
       "        \"showContent\": true,\n",
       "        \"alwaysShowContent\": false,\n",
       "        \"showDelay\": 0,\n",
       "        \"hideDelay\": 100,\n",
       "        \"enterable\": false,\n",
       "        \"confine\": false,\n",
       "        \"appendToBody\": false,\n",
       "        \"transitionDuration\": 0.4,\n",
       "        \"textStyle\": {\n",
       "            \"fontSize\": 14\n",
       "        },\n",
       "        \"borderWidth\": 0,\n",
       "        \"padding\": 5,\n",
       "        \"order\": \"seriesAsc\"\n",
       "    },\n",
       "    \"title\": [\n",
       "        {\n",
       "            \"show\": true,\n",
       "            \"text\": \"Map-\\u5e7f\\u5dde\\u5730\\u56fe\",\n",
       "            \"target\": \"blank\",\n",
       "            \"subtarget\": \"blank\",\n",
       "            \"padding\": 5,\n",
       "            \"itemGap\": 10,\n",
       "            \"textAlign\": \"auto\",\n",
       "            \"textVerticalAlign\": \"auto\",\n",
       "            \"triggerEvent\": false\n",
       "        }\n",
       "    ],\n",
       "    \"visualMap\": {\n",
       "        \"show\": true,\n",
       "        \"type\": \"continuous\",\n",
       "        \"min\": 0,\n",
       "        \"max\": 100,\n",
       "        \"inRange\": {\n",
       "            \"color\": [\n",
       "                \"#50a3ba\",\n",
       "                \"#eac763\",\n",
       "                \"#d94e5d\"\n",
       "            ]\n",
       "        },\n",
       "        \"calculable\": true,\n",
       "        \"inverse\": false,\n",
       "        \"splitNumber\": 5,\n",
       "        \"hoverLink\": true,\n",
       "        \"orient\": \"vertical\",\n",
       "        \"padding\": 5,\n",
       "        \"showLabel\": true,\n",
       "        \"itemWidth\": 20,\n",
       "        \"itemHeight\": 140,\n",
       "        \"borderWidth\": 0\n",
       "    }\n",
       "};\n",
       "                chart_d07d84e482d0430fb7af9d6b14d5c1fc.setOption(option_d07d84e482d0430fb7af9d6b14d5c1fc);\n",
       "        });\n",
       "    </script>\n"
      ],
      "text/plain": [
       "<pyecharts.render.display.HTML at 0x29af2b93fd0>"
      ]
     },
     "execution_count": 34,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import Map\n",
    "from pyecharts.faker import Faker\n",
    "\n",
    "c = (\n",
    "    Map()\n",
    "    .add(\"商家A\", [list(z) for z in zip(广州地区, 广州岗位个数)], \"广州\")\n",
    "    .set_global_opts(\n",
    "        title_opts=opts.TitleOpts(title=\"Map-广州地图\"), visualmap_opts=opts.VisualMapOpts()\n",
    "    )\n",
    "    #.render(\"map_guangdong.html\")\n",
    ")\n",
    "c.render_notebook()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b5c1df2e",
   "metadata": {},
   "source": [
    "## 职位分布"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "a9f1de17",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                      18\n",
       "金融科技产品经理                  12\n",
       "化妆品原料产品经理                  6\n",
       "肾线助理产品经理                   6\n",
       "APP产品经理                    6\n",
       "高级项目管理PM（游戏研发）-正编          6\n",
       "CRM产品经理                    6\n",
       "区域产品经理/专员                  6\n",
       "投资交易业务系统产品经理               6\n",
       "高级产品经理                     6\n",
       "助理产品经理                     6\n",
       "高级产品经理（心血管）                6\n",
       "游戏PM                       6\n",
       "CRM实施顾问&项目经理PM(J12971)     6\n",
       "微生物检测产品经理（制药或食品行业方向）       6\n",
       "产品经理（工业消洗产品）               6\n",
       "数码产品经理                     6\n",
       "产品经理（企业数字化转型）              6\n",
       "研究所数字化产品经理                 6\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "17ba3f5a",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8             产品经理（企业数字化转型）\n",
       "10             产品经理（工业消洗产品）\n",
       "12     微生物检测产品经理（制药或食品行业方向）\n",
       "18              高级产品经理（心血管）\n",
       "35        高级项目管理PM（游戏研发）-正编\n",
       "48            产品经理（企业数字化转型）\n",
       "50             产品经理（工业消洗产品）\n",
       "52     微生物检测产品经理（制药或食品行业方向）\n",
       "58              高级产品经理（心血管）\n",
       "75        高级项目管理PM（游戏研发）-正编\n",
       "88            产品经理（企业数字化转型）\n",
       "90             产品经理（工业消洗产品）\n",
       "92     微生物检测产品经理（制药或食品行业方向）\n",
       "98              高级产品经理（心血管）\n",
       "115       高级项目管理PM（游戏研发）-正编\n",
       "128           产品经理（企业数字化转型）\n",
       "130            产品经理（工业消洗产品）\n",
       "132    微生物检测产品经理（制药或食品行业方向）\n",
       "138             高级产品经理（心血管）\n",
       "155       高级项目管理PM（游戏研发）-正编\n",
       "168           产品经理（企业数字化转型）\n",
       "170            产品经理（工业消洗产品）\n",
       "172    微生物检测产品经理（制药或食品行业方向）\n",
       "178             高级产品经理（心血管）\n",
       "195       高级项目管理PM（游戏研发）-正编\n",
       "208           产品经理（企业数字化转型）\n",
       "210            产品经理（工业消洗产品）\n",
       "212    微生物检测产品经理（制药或食品行业方向）\n",
       "218             高级产品经理（心血管）\n",
       "235       高级项目管理PM（游戏研发）-正编\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 36,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'][df_PM_gz['job.title'].str.contains('（')]"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "911581fe",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                      18\n",
       "金融科技产品经理                  12\n",
       "化妆品原料产品经理                  6\n",
       "肾线助理产品经理                   6\n",
       "APP产品经理                    6\n",
       "高级项目管理PM（游戏研发）-正编          6\n",
       "CRM产品经理                    6\n",
       "区域产品经理/专员                  6\n",
       "投资交易业务系统产品经理               6\n",
       "高级产品经理                     6\n",
       "助理产品经理                     6\n",
       "高级产品经理（心血管）                6\n",
       "游戏PM                       6\n",
       "CRM实施顾问&项目经理PM(J12971)     6\n",
       "微生物检测产品经理（制药或食品行业方向）       6\n",
       "产品经理（工业消洗产品）               6\n",
       "数码产品经理                     6\n",
       "产品经理（企业数字化转型）              6\n",
       "研究所数字化产品经理                 6\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "b6f12464",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>dataInfo</th>\n",
       "      <th>dataParams</th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.jobId</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.advViewFlag</th>\n",
       "      <th>...</th>\n",
       "      <th>recruiter.recruiterName</th>\n",
       "      <th>recruiter.recruiterTitle</th>\n",
       "      <th>recruiter.recruiterId</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compId</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compLogo</th>\n",
       "      <th>comp.link</th>\n",
       "      <th>comp.compScale</th>\n",
       "      <th>comp.compStage</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>0</th>\n",
       "      <td>0</td>\n",
       "      <td>%7B%22jobId%22%3A%2256599163%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...</td>\n",
       "      <td>['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者...</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>15-22k</td>\n",
       "      <td>56599163</td>\n",
       "      <td>True</td>\n",
       "      <td>20230523091823</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>廖女士</td>\n",
       "      <td>hr</td>\n",
       "      <td>08c47b29111d53f9128b5c5e955e54ca</td>\n",
       "      <td>日化</td>\n",
       "      <td>8268689.0</td>\n",
       "      <td>雅丽洁集团</td>\n",
       "      <td>5c2728c5570cb1037dc2f50606u.png</td>\n",
       "      <td>https://www.liepin.com/company/8268689/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>1</th>\n",
       "      <td>1</td>\n",
       "      <td>%7B%22jobId%22%3A%2257635749%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>口腔产品经理</td>\n",
       "      <td>15-20k</td>\n",
       "      <td>57635749</td>\n",
       "      <td>True</td>\n",
       "      <td>20230522155255</td>\n",
       "      <td>True</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>人事经理</td>\n",
       "      <td>9f412d916bb7f4fc2bb7667df57e2265</td>\n",
       "      <td>医疗机构</td>\n",
       "      <td>7953428.0</td>\n",
       "      <td>美莱整形</td>\n",
       "      <td>5bfea5c374719d2aa34cea8003a.png</td>\n",
       "      <td>https://www.liepin.com/company/7953428/</td>\n",
       "      <td>1000-2000人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>2</th>\n",
       "      <td>2</td>\n",
       "      <td>%7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...</td>\n",
       "      <td>产品经理（化妆品原料）/Product Manager</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>50965433</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>3</th>\n",
       "      <td>3</td>\n",
       "      <td>%7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...</td>\n",
       "      <td>['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞...</td>\n",
       "      <td>产品经理Product Manager</td>\n",
       "      <td>20-25k</td>\n",
       "      <td>57679297</td>\n",
       "      <td>False</td>\n",
       "      <td>20230410215438</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>樊女士</td>\n",
       "      <td>HRM</td>\n",
       "      <td>74207202b9a1882cbe061eb681f898fc</td>\n",
       "      <td>IT服务</td>\n",
       "      <td>13315477.0</td>\n",
       "      <td>广州市新目标电子商务有限公司</td>\n",
       "      <td>61b07937d0458d53c627567e02u.jpg</td>\n",
       "      <td>https://www.liepin.com/company/13315477/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>4</th>\n",
       "      <td>4</td>\n",
       "      <td>%7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...</td>\n",
       "      <td>['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS'...</td>\n",
       "      <td>助理产品经理（化妆品原料）/APM</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>57794503</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524102051</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>吴女士</td>\n",
       "      <td>HR Specialist</td>\n",
       "      <td>14799e1bef289c70aa9b550257de7ea8</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>8112968.0</td>\n",
       "      <td>仙婷集团</td>\n",
       "      <td>6274ee6d04a5ff469b10880402u.png</td>\n",
       "      <td>https://www.liepin.com/company/8112968/</td>\n",
       "      <td>50-99人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>35</td>\n",
       "      <td>%7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...</td>\n",
       "      <td>['游戏']</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>45369359</td>\n",
       "      <td>False</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>谢先生</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>4633a0e5f0ebbd2431439e30c70c5a48</td>\n",
       "      <td>互联网</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>融资未公开</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>36</td>\n",
       "      <td>%7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...</td>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>45726229</td>\n",
       "      <td>False</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>宋女士</td>\n",
       "      <td>猎头顾问</td>\n",
       "      <td>9f229bd577e8dedd716419452dc11978</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>NaN</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>60e2fe0bf3df194a3c48adb502u.png</td>\n",
       "      <td>NaN</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>37</td>\n",
       "      <td>%7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...</td>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>57115027</td>\n",
       "      <td>False</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>杨先生</td>\n",
       "      <td>产品总监</td>\n",
       "      <td>c0e374fde64faf9fd285fc3f92448b7c</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>1421537.0</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>5bfea33774719d2aa34c7eb903a.png</td>\n",
       "      <td>https://www.liepin.com/company/1421537/</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>已上市</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>238</th>\n",
       "      <td>38</td>\n",
       "      <td>%7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...</td>\n",
       "      <td>['社区/社交产品', '中期开发迭代', '拉新']</td>\n",
       "      <td>移动产品经理</td>\n",
       "      <td>15-23k·13薪</td>\n",
       "      <td>58599593</td>\n",
       "      <td>False</td>\n",
       "      <td>20230516174048</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>符女士</td>\n",
       "      <td>招聘经理</td>\n",
       "      <td>9065749cbf80f19a52e5febada28512c</td>\n",
       "      <td>电子商务</td>\n",
       "      <td>9886227.0</td>\n",
       "      <td>丹霄技术</td>\n",
       "      <td>60af42bdd7e0220766018e7304u.png</td>\n",
       "      <td>https://www.liepin.com/company/9886227/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>239</th>\n",
       "      <td>39</td>\n",
       "      <td>%7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...</td>\n",
       "      <td>{\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...</td>\n",
       "      <td>[]</td>\n",
       "      <td>产品经理（临床）</td>\n",
       "      <td>12-20k·13薪</td>\n",
       "      <td>50523789</td>\n",
       "      <td>False</td>\n",
       "      <td>20230524090746</td>\n",
       "      <td>False</td>\n",
       "      <td>...</td>\n",
       "      <td>王女士</td>\n",
       "      <td>NaN</td>\n",
       "      <td>b4e62c69708243ce8d86c9271f8d0f63</td>\n",
       "      <td>制药</td>\n",
       "      <td>8770675.0</td>\n",
       "      <td>泉能药业</td>\n",
       "      <td>6204d5c82d249250e33f030008u.png</td>\n",
       "      <td>https://www.liepin.com/company/8770675/</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>NaN</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>240 rows × 32 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "     Unnamed: 0                                           dataInfo  \\\n",
       "0             0  %7B%22jobId%22%3A%2256599163%22%2C%22pageSize%...   \n",
       "1             1  %7B%22jobId%22%3A%2257635749%22%2C%22pageSize%...   \n",
       "2             2  %7B%22jobId%22%3A%2250965433%22%2C%22pageSize%...   \n",
       "3             3  %7B%22jobId%22%3A%2257679297%22%2C%22pageSize%...   \n",
       "4             4  %7B%22jobId%22%3A%2257794503%22%2C%22pageSize%...   \n",
       "..          ...                                                ...   \n",
       "235          35  %7B%22jobId%22%3A%2245369359%22%2C%22pageSize%...   \n",
       "236          36  %7B%22jobId%22%3A%2245726229%22%2C%22pageSize%...   \n",
       "237          37  %7B%22jobId%22%3A%2257115027%22%2C%22pageSize%...   \n",
       "238          38  %7B%22jobId%22%3A%2258599593%22%2C%22pageSize%...   \n",
       "239          39  %7B%22jobId%22%3A%2250523789%22%2C%22pageSize%...   \n",
       "\n",
       "                                            dataParams  \\\n",
       "0    {\"userId\":\"08c47b29111d53f9128b5c5e955e54ca\",\"...   \n",
       "1    {\"userId\":\"9f412d916bb7f4fc2bb7667df57e2265\",\"...   \n",
       "2    {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "3    {\"userId\":\"74207202b9a1882cbe061eb681f898fc\",\"...   \n",
       "4    {\"userId\":\"14799e1bef289c70aa9b550257de7ea8\",\"...   \n",
       "..                                                 ...   \n",
       "235  {\"userId\":\"4633a0e5f0ebbd2431439e30c70c5a48\",\"...   \n",
       "236  {\"userId\":\"9f229bd577e8dedd716419452dc11978\",\"...   \n",
       "237  {\"userId\":\"c0e374fde64faf9fd285fc3f92448b7c\",\"...   \n",
       "238  {\"userId\":\"9065749cbf80f19a52e5febada28512c\",\"...   \n",
       "239  {\"userId\":\"b4e62c69708243ce8d86c9271f8d0f63\",\"...   \n",
       "\n",
       "                                            job.labels  \\\n",
       "0    ['产品经理', '产品策划', '产品开发', '护肤品开发', '竞品分析', '消费者...   \n",
       "1                                                   []   \n",
       "2    ['英语', '市场推广', '市场拓展', '渠道策划', '市场策划', '市场调研分析...   \n",
       "3    ['工具产品', '数据产品', '平台产品', '科研/技术服务', '数据分析', '竞...   \n",
       "4    ['化妆品原料', '市场推广', '产品策划', '产品运营', '产品规划', 'PS'...   \n",
       "..                                                 ...   \n",
       "235                                             ['游戏']   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...   \n",
       "238                        ['社区/社交产品', '中期开发迭代', '拉新']   \n",
       "239                                                 []   \n",
       "\n",
       "                       job.title  job.salary  job.jobId  job.topJob  \\\n",
       "0                           产品经理      15-22k   56599163        True   \n",
       "1                         口腔产品经理      15-20k   57635749        True   \n",
       "2    产品经理（化妆品原料）/Product Manager        薪资面议   50965433       False   \n",
       "3            产品经理Product Manager      20-25k   57679297       False   \n",
       "4              助理产品经理（化妆品原料）/APM        薪资面议   57794503       False   \n",
       "..                           ...         ...        ...         ...   \n",
       "235            高级项目管理PM（游戏研发）-正编  20-35k·16薪   45369359       False   \n",
       "236                      APP产品经理      20-35k   45726229       False   \n",
       "237                   研究所数字化产品经理      25-35k   57115027       False   \n",
       "238                       移动产品经理  15-23k·13薪   58599593       False   \n",
       "239                     产品经理（临床）  12-20k·13薪   50523789       False   \n",
       "\n",
       "     job.refreshTime  job.advViewFlag  ...  recruiter.recruiterName  \\\n",
       "0     20230523091823             True  ...                      廖女士   \n",
       "1     20230522155255             True  ...                      王女士   \n",
       "2     20230524102051            False  ...                      吴女士   \n",
       "3     20230410215438            False  ...                      樊女士   \n",
       "4     20230524102051            False  ...                      吴女士   \n",
       "..               ...              ...  ...                      ...   \n",
       "235   20230418144859            False  ...                      谢先生   \n",
       "236   20230506133944            False  ...                      宋女士   \n",
       "237   20230320152604            False  ...                      杨先生   \n",
       "238   20230516174048            False  ...                      符女士   \n",
       "239   20230524090746            False  ...                      王女士   \n",
       "\n",
       "    recruiter.recruiterTitle             recruiter.recruiterId  \\\n",
       "0                         hr  08c47b29111d53f9128b5c5e955e54ca   \n",
       "1                       人事经理  9f412d916bb7f4fc2bb7667df57e2265   \n",
       "2              HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "3                        HRM  74207202b9a1882cbe061eb681f898fc   \n",
       "4              HR Specialist  14799e1bef289c70aa9b550257de7ea8   \n",
       "..                       ...                               ...   \n",
       "235                     猎头顾问  4633a0e5f0ebbd2431439e30c70c5a48   \n",
       "236                     猎头顾问  9f229bd577e8dedd716419452dc11978   \n",
       "237                     产品总监  c0e374fde64faf9fd285fc3f92448b7c   \n",
       "238                     招聘经理  9065749cbf80f19a52e5febada28512c   \n",
       "239                      NaN  b4e62c69708243ce8d86c9271f8d0f63   \n",
       "\n",
       "     comp.compIndustry comp.compId    comp.compName  \\\n",
       "0                   日化   8268689.0            雅丽洁集团   \n",
       "1                 医疗机构   7953428.0             美莱整形   \n",
       "2               贸易/进出口   8112968.0             仙婷集团   \n",
       "3                 IT服务  13315477.0   广州市新目标电子商务有限公司   \n",
       "4               贸易/进出口   8112968.0             仙婷集团   \n",
       "..                 ...         ...              ...   \n",
       "235                互联网         NaN         某大型互联网公司   \n",
       "236           货运/物流/仓储         NaN  某广州大型货运/物流/仓储公司   \n",
       "237           基金/证券/期货   1421537.0             广发证券   \n",
       "238               电子商务   9886227.0             丹霄技术   \n",
       "239                 制药   8770675.0             泉能药业   \n",
       "\n",
       "                       comp.compLogo  \\\n",
       "0    5c2728c5570cb1037dc2f50606u.png   \n",
       "1    5bfea5c374719d2aa34cea8003a.png   \n",
       "2    6274ee6d04a5ff469b10880402u.png   \n",
       "3    61b07937d0458d53c627567e02u.jpg   \n",
       "4    6274ee6d04a5ff469b10880402u.png   \n",
       "..                               ...   \n",
       "235  60e2fe0bf3df194a3c48adb502u.png   \n",
       "236  60e2fe0bf3df194a3c48adb502u.png   \n",
       "237  5bfea33774719d2aa34c7eb903a.png   \n",
       "238  60af42bdd7e0220766018e7304u.png   \n",
       "239  6204d5c82d249250e33f030008u.png   \n",
       "\n",
       "                                    comp.link comp.compScale  comp.compStage  \n",
       "0     https://www.liepin.com/company/8268689/     1000-2000人             NaN  \n",
       "1     https://www.liepin.com/company/7953428/     1000-2000人             NaN  \n",
       "2     https://www.liepin.com/company/8112968/         50-99人             NaN  \n",
       "3    https://www.liepin.com/company/13315477/       100-499人             NaN  \n",
       "4     https://www.liepin.com/company/8112968/         50-99人             NaN  \n",
       "..                                        ...            ...             ...  \n",
       "235                                       NaN       10000人以上           融资未公开  \n",
       "236                                       NaN       10000人以上             已上市  \n",
       "237   https://www.liepin.com/company/1421537/    5000-10000人             已上市  \n",
       "238   https://www.liepin.com/company/9886227/       100-499人             NaN  \n",
       "239   https://www.liepin.com/company/8770675/       100-499人             NaN  \n",
       "\n",
       "[240 rows x 32 columns]"
      ]
     },
     "execution_count": 38,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_excel('liepin_PM_0510.xlsx')\n",
    "df"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "4a489bd4",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5              化妆品原料产品经理\n",
       "6                   产品经理\n",
       "8          产品经理（企业数字化转型）\n",
       "9                 数码产品经理\n",
       "10          产品经理（工业消洗产品）\n",
       "             ...        \n",
       "232            区域产品经理/专员\n",
       "233              CRM产品经理\n",
       "235    高级项目管理PM（游戏研发）-正编\n",
       "236              APP产品经理\n",
       "237           研究所数字化产品经理\n",
       "Name: job.title, Length: 132, dtype: object"
      ]
     },
     "execution_count": 39,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title']"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "bfd5479b",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8           产品经理\n",
       "10          产品经理\n",
       "12     微生物检测产品经理\n",
       "18        高级产品经理\n",
       "35      高级项目管理PM\n",
       "48          产品经理\n",
       "50          产品经理\n",
       "52     微生物检测产品经理\n",
       "58        高级产品经理\n",
       "75      高级项目管理PM\n",
       "88          产品经理\n",
       "90          产品经理\n",
       "92     微生物检测产品经理\n",
       "98        高级产品经理\n",
       "115     高级项目管理PM\n",
       "128         产品经理\n",
       "130         产品经理\n",
       "132    微生物检测产品经理\n",
       "138       高级产品经理\n",
       "155     高级项目管理PM\n",
       "168         产品经理\n",
       "170         产品经理\n",
       "172    微生物检测产品经理\n",
       "178       高级产品经理\n",
       "195     高级项目管理PM\n",
       "208         产品经理\n",
       "210         产品经理\n",
       "212    微生物检测产品经理\n",
       "218       高级产品经理\n",
       "235     高级项目管理PM\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 40,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'][  df_PM_gz['job.title'].str.contains('（')   ].str.split('（').apply(lambda  x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "06a4b742",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "5       化妆品原料产品经理\n",
       "6            产品经理\n",
       "8            产品经理\n",
       "9          数码产品经理\n",
       "10           产品经理\n",
       "          ...    \n",
       "232        区域产品经理\n",
       "233       CRM产品经理\n",
       "235      高级项目管理PM\n",
       "236       APP产品经理\n",
       "237    研究所数字化产品经理\n",
       "Name: job.title, Length: 132, dtype: object"
      ]
     },
     "execution_count": 41,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "3a360539",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                      30\n",
       "高级产品经理                    12\n",
       "金融科技产品经理                  12\n",
       "化妆品原料产品经理                  6\n",
       "数码产品经理                     6\n",
       "微生物检测产品经理                  6\n",
       "CRM实施顾问&项目经理PM(J12971)     6\n",
       "游戏PM                       6\n",
       "助理产品经理                     6\n",
       "肾线助理产品经理                   6\n",
       "投资交易业务系统产品经理               6\n",
       "区域产品经理                     6\n",
       "CRM产品经理                    6\n",
       "高级项目管理PM                   6\n",
       "APP产品经理                    6\n",
       "研究所数字化产品经理                 6\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 42,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 处理过一些，清洗后的数据\n",
    "df_job_title = df_PM_gz['job.title'].apply(lambda x:x.split('（')[0].split('/')[0]).value_counts()\n",
    "df_job_title"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "06529b74",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "产品经理                      18\n",
       "金融科技产品经理                  12\n",
       "化妆品原料产品经理                  6\n",
       "肾线助理产品经理                   6\n",
       "APP产品经理                    6\n",
       "高级项目管理PM（游戏研发）-正编          6\n",
       "CRM产品经理                    6\n",
       "区域产品经理/专员                  6\n",
       "投资交易业务系统产品经理               6\n",
       "高级产品经理                     6\n",
       "助理产品经理                     6\n",
       "高级产品经理（心血管）                6\n",
       "游戏PM                       6\n",
       "CRM实施顾问&项目经理PM(J12971)     6\n",
       "微生物检测产品经理（制药或食品行业方向）       6\n",
       "产品经理（工业消洗产品）               6\n",
       "数码产品经理                     6\n",
       "产品经理（企业数字化转型）              6\n",
       "研究所数字化产品经理                 6\n",
       "Name: job.title, dtype: int64"
      ]
     },
     "execution_count": 43,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# 未处理字符串的数据（不太整洁和干净的数据）\n",
    "df_PM_gz['job.title'].value_counts()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "83e3a8d9",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['产品经理',\n",
       " '高级产品经理',\n",
       " '金融科技产品经理',\n",
       " '化妆品原料产品经理',\n",
       " '数码产品经理',\n",
       " '微生物检测产品经理',\n",
       " 'CRM实施顾问&项目经理PM(J12971)',\n",
       " '游戏PM',\n",
       " '助理产品经理',\n",
       " '肾线助理产品经理',\n",
       " '投资交易业务系统产品经理',\n",
       " '区域产品经理',\n",
       " 'CRM产品经理',\n",
       " '高级项目管理PM',\n",
       " 'APP产品经理',\n",
       " '研究所数字化产品经理']"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_job_title.index.tolist()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "12e70f05",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "8           产品经理\n",
       "10          产品经理\n",
       "12     微生物检测产品经理\n",
       "18        高级产品经理\n",
       "35      高级项目管理PM\n",
       "48          产品经理\n",
       "50          产品经理\n",
       "52     微生物检测产品经理\n",
       "58        高级产品经理\n",
       "75      高级项目管理PM\n",
       "88          产品经理\n",
       "90          产品经理\n",
       "92     微生物检测产品经理\n",
       "98        高级产品经理\n",
       "115     高级项目管理PM\n",
       "128         产品经理\n",
       "130         产品经理\n",
       "132    微生物检测产品经理\n",
       "138       高级产品经理\n",
       "155     高级项目管理PM\n",
       "168         产品经理\n",
       "170         产品经理\n",
       "172    微生物检测产品经理\n",
       "178       高级产品经理\n",
       "195     高级项目管理PM\n",
       "208         产品经理\n",
       "210         产品经理\n",
       "212    微生物检测产品经理\n",
       "218       高级产品经理\n",
       "235     高级项目管理PM\n",
       "Name: job.title, dtype: object"
      ]
     },
     "execution_count": 45,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz['job.title'][  df_PM_gz['job.title'].str.contains('（')  ].str.split('（').apply(lambda x:x[0])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "12def4f3",
   "metadata": {},
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "b1d282d8",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[('高级产品经理', 12),\n",
       " ('金融科技产品经理', 12),\n",
       " ('化妆品原料产品经理', 6),\n",
       " ('数码产品经理', 6),\n",
       " ('微生物检测产品经理', 6),\n",
       " ('CRM实施顾问&项目经理PM(J12971)', 6),\n",
       " ('游戏PM', 6),\n",
       " ('助理产品经理', 6),\n",
       " ('肾线助理产品经理', 6),\n",
       " ('投资交易业务系统产品经理', 6),\n",
       " ('区域产品经理', 6),\n",
       " ('CRM产品经理', 6),\n",
       " ('高级项目管理PM', 6),\n",
       " ('APP产品经理', 6),\n",
       " ('研究所数字化产品经理', 6)]"
      ]
     },
     "execution_count": 46,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "PM_labels_words = [( df_job_title.index.tolist()[i]    ,    df_job_title.values.tolist()[i])  for i in range(1,len(df_job_title.index.tolist()))]\n",
    "PM_labels_words"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 47,
   "id": "f82d0860",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "'D:\\\\date_analysis\\\\week12\\\\wordcloud_diamond.html'"
      ]
     },
     "execution_count": 47,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "from pyecharts import options as opts\n",
    "from pyecharts.charts import WordCloud\n",
    "from pyecharts.globals import SymbolType\n",
    "\n",
    "c=(\n",
    "    WordCloud()\n",
    "    .add(\"\", PM_labels_words, word_size_range=[20, 100],shape=SymbolType.DIAMOND)\n",
    "    .set_global_opts(title_opts=opts.TitleOpts(title='WordCloud-shape-dianond'))\n",
    "    .render('wordcloud_diamond.html')\n",
    ")\n",
    "c"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "f362bf43",
   "metadata": {},
   "source": [
    "## 平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 48,
   "id": "c474c165",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>job.labels</th>\n",
       "      <th>job.refreshTime</th>\n",
       "      <th>job.title</th>\n",
       "      <th>job.salary</th>\n",
       "      <th>job.dq</th>\n",
       "      <th>job.topJob</th>\n",
       "      <th>job.requireWorkYears</th>\n",
       "      <th>job.requireEduLevel</th>\n",
       "      <th>comp.compStage</th>\n",
       "      <th>comp.compName</th>\n",
       "      <th>comp.compIndustry</th>\n",
       "      <th>comp.compScale</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>['化妆品', 'to B']</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>其他</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519090805</td>\n",
       "      <td>区域产品经理/专员</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>上海睿昂基因科技股份有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>创业板上市</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>['游戏']</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>已上市</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                            job.labels  job.refreshTime  \\\n",
       "5                                                   []   20230507193936   \n",
       "6                                      ['化妆品', 'to B']   20230425140852   \n",
       "8    ['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...   20230221094711   \n",
       "9                                                   []   20210913204744   \n",
       "10                                                  []   20220319162445   \n",
       "..                                                 ...              ...   \n",
       "232                                                 []   20230519090805   \n",
       "233  ['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...   20230412105004   \n",
       "235                                             ['游戏']   20230418144859   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...   20230506133944   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...   20230320152604   \n",
       "\n",
       "             job.title  job.salary  job.dq  job.topJob job.requireWorkYears  \\\n",
       "5            化妆品原料产品经理  30-45k·14薪      广州       False                 3-5年   \n",
       "6                 产品经理      25-29k  广州-天河区       False                 3-5年   \n",
       "8        产品经理（企业数字化转型）       6-10k  广州-天河区       False                 3-5年   \n",
       "9               数码产品经理        薪资面议      广州       False                 3-5年   \n",
       "10        产品经理（工业消洗产品）      12-30k      广州       False                 3-5年   \n",
       "..                 ...         ...     ...         ...                  ...   \n",
       "232          区域产品经理/专员      12-20k  广州-白云区       False                 3-5年   \n",
       "233            CRM产品经理  16-25k·13薪      广州       False                 3-5年   \n",
       "235  高级项目管理PM（游戏研发）-正编  20-35k·16薪  广州-天河区       False                 3-5年   \n",
       "236            APP产品经理      20-35k  广州-白云区       False                 3-5年   \n",
       "237         研究所数字化产品经理      25-35k  广州-天河区       False                 3-5年   \n",
       "\n",
       "    job.requireEduLevel comp.compStage    comp.compName comp.compIndustry  \\\n",
       "5                 硕士及以上          融资未公开            某知名公司            贸易/进出口   \n",
       "6                  统招本科          融资未公开       某广州贸易进出口公司            贸易/进出口   \n",
       "8                    本科         沪深A股上市             润建股份              通信设备   \n",
       "9                    本科             其他             汇丰软件             计算机软件   \n",
       "10                   硕士          融资未公开    广东环凯微生物科技有限公司                制药   \n",
       "..                  ...            ...              ...               ...   \n",
       "232                  本科          科创板上市   上海睿昂基因科技股份有限公司              医疗器械   \n",
       "233                  本科          创业板上市             赛意信息             计算机软件   \n",
       "235                统招本科          融资未公开         某大型互联网公司               互联网   \n",
       "236                统招本科            已上市  某广州大型货运/物流/仓储公司          货运/物流/仓储   \n",
       "237                  硕士            已上市             广发证券          基金/证券/期货   \n",
       "\n",
       "    comp.compScale  \n",
       "5           50-99人  \n",
       "6           50-99人  \n",
       "8      5000-10000人  \n",
       "9       2000-5000人  \n",
       "10        100-499人  \n",
       "..             ...  \n",
       "232       500-999人  \n",
       "233     2000-5000人  \n",
       "235       10000人以上  \n",
       "236       10000人以上  \n",
       "237    5000-10000人  \n",
       "\n",
       "[132 rows x 12 columns]"
      ]
     },
     "execution_count": 48,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 49,
   "id": "18e2830c",
   "metadata": {},
   "outputs": [],
   "source": [
    "# columns 重命名"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 59,
   "id": "992b6c42",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>['化妆品', 'to B']</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>9</th>\n",
       "      <td>[]</td>\n",
       "      <td>20210913204744</td>\n",
       "      <td>数码产品经理</td>\n",
       "      <td>薪资面议</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>其他</td>\n",
       "      <td>汇丰软件</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519090805</td>\n",
       "      <td>区域产品经理/专员</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>上海睿昂基因科技股份有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>创业板上市</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>['游戏']</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>已上市</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>132 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "5                                                   []  20230507193936   \n",
       "6                                      ['化妆品', 'to B']  20230425140852   \n",
       "8    ['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...  20230221094711   \n",
       "9                                                   []  20210913204744   \n",
       "10                                                  []  20220319162445   \n",
       "..                                                 ...             ...   \n",
       "232                                                 []  20230519090805   \n",
       "233  ['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...  20230412105004   \n",
       "235                                             ['游戏']  20230418144859   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...  20230506133944   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...  20230320152604   \n",
       "\n",
       "                    职位          薪资      地区  是否top职位  工作年限     学历  公司融资情况  \\\n",
       "5            化妆品原料产品经理  30-45k·14薪      广州    False  3-5年  硕士及以上   融资未公开   \n",
       "6                 产品经理      25-29k  广州-天河区    False  3-5年   统招本科   融资未公开   \n",
       "8        产品经理（企业数字化转型）       6-10k  广州-天河区    False  3-5年     本科  沪深A股上市   \n",
       "9               数码产品经理        薪资面议      广州    False  3-5年     本科      其他   \n",
       "10        产品经理（工业消洗产品）      12-30k      广州    False  3-5年     硕士   融资未公开   \n",
       "..                 ...         ...     ...      ...   ...    ...     ...   \n",
       "232          区域产品经理/专员      12-20k  广州-白云区    False  3-5年     本科   科创板上市   \n",
       "233            CRM产品经理  16-25k·13薪      广州    False  3-5年     本科   创业板上市   \n",
       "235  高级项目管理PM（游戏研发）-正编  20-35k·16薪  广州-天河区    False  3-5年   统招本科   融资未公开   \n",
       "236            APP产品经理      20-35k  广州-白云区    False  3-5年   统招本科     已上市   \n",
       "237         研究所数字化产品经理      25-35k  广州-天河区    False  3-5年     硕士     已上市   \n",
       "\n",
       "                公司名称        行业           规模  \n",
       "5              某知名公司    贸易/进出口       50-99人  \n",
       "6         某广州贸易进出口公司    贸易/进出口       50-99人  \n",
       "8               润建股份      通信设备  5000-10000人  \n",
       "9               汇丰软件     计算机软件   2000-5000人  \n",
       "10     广东环凯微生物科技有限公司        制药     100-499人  \n",
       "..               ...       ...          ...  \n",
       "232   上海睿昂基因科技股份有限公司      医疗器械     500-999人  \n",
       "233             赛意信息     计算机软件   2000-5000人  \n",
       "235         某大型互联网公司       互联网     10000人以上  \n",
       "236  某广州大型货运/物流/仓储公司  货运/物流/仓储     10000人以上  \n",
       "237             广发证券  基金/证券/期货  5000-10000人  \n",
       "\n",
       "[132 rows x 12 columns]"
      ]
     },
     "execution_count": 59,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df_PM_gz = df_PM_gz.rename(columns={\n",
    "    'job.labels':'职位标签',\n",
    "    'job.refreshTime':'职位更新时间',\n",
    "    'job.title':'职位',\n",
    "    'job.salary':'薪资',\n",
    "    'job.dq':'地区',\n",
    "    'job.topJob':'是否top职位',\n",
    "    'job.requireWorkYears':'工作年限',\n",
    "    'job.requireEduLevel':'学历',\n",
    "    'comp.compStage':'公司融资情况',\n",
    "    'comp.compName':'公司名称',\n",
    "    'comp.compIndustry':'行业',\n",
    "    'comp.compScale':'规模'\n",
    "})\n",
    "df_PM_gz"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 61,
   "id": "37529aeb",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/html": [
       "<div>\n",
       "<style scoped>\n",
       "    .dataframe tbody tr th:only-of-type {\n",
       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th>职位标签</th>\n",
       "      <th>职位更新时间</th>\n",
       "      <th>职位</th>\n",
       "      <th>薪资</th>\n",
       "      <th>地区</th>\n",
       "      <th>是否top职位</th>\n",
       "      <th>工作年限</th>\n",
       "      <th>学历</th>\n",
       "      <th>公司融资情况</th>\n",
       "      <th>公司名称</th>\n",
       "      <th>行业</th>\n",
       "      <th>规模</th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>5</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230507193936</td>\n",
       "      <td>化妆品原料产品经理</td>\n",
       "      <td>30-45k·14薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士及以上</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某知名公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>6</th>\n",
       "      <td>['化妆品', 'to B']</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某广州贸易进出口公司</td>\n",
       "      <td>贸易/进出口</td>\n",
       "      <td>50-99人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>8</th>\n",
       "      <td>['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...</td>\n",
       "      <td>20230221094711</td>\n",
       "      <td>产品经理（企业数字化转型）</td>\n",
       "      <td>6-10k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>沪深A股上市</td>\n",
       "      <td>润建股份</td>\n",
       "      <td>通信设备</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>10</th>\n",
       "      <td>[]</td>\n",
       "      <td>20220319162445</td>\n",
       "      <td>产品经理（工业消洗产品）</td>\n",
       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']</td>\n",
       "      <td>20230518131003</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519090805</td>\n",
       "      <td>区域产品经理/专员</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>科创板上市</td>\n",
       "      <td>上海睿昂基因科技股份有限公司</td>\n",
       "      <td>医疗器械</td>\n",
       "      <td>500-999人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>233</th>\n",
       "      <td>['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...</td>\n",
       "      <td>20230412105004</td>\n",
       "      <td>CRM产品经理</td>\n",
       "      <td>16-25k·13薪</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>本科</td>\n",
       "      <td>创业板上市</td>\n",
       "      <td>赛意信息</td>\n",
       "      <td>计算机软件</td>\n",
       "      <td>2000-5000人</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>235</th>\n",
       "      <td>['游戏']</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>10000人以上</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>已上市</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>126 rows × 12 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "5                                                   []  20230507193936   \n",
       "6                                      ['化妆品', 'to B']  20230425140852   \n",
       "8    ['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...  20230221094711   \n",
       "10                                                  []  20220319162445   \n",
       "12             ['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']  20230518131003   \n",
       "..                                                 ...             ...   \n",
       "232                                                 []  20230519090805   \n",
       "233  ['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...  20230412105004   \n",
       "235                                             ['游戏']  20230418144859   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...  20230506133944   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...  20230320152604   \n",
       "\n",
       "                       职位          薪资      地区  是否top职位  工作年限     学历  公司融资情况  \\\n",
       "5               化妆品原料产品经理  30-45k·14薪      广州    False  3-5年  硕士及以上   融资未公开   \n",
       "6                    产品经理      25-29k  广州-天河区    False  3-5年   统招本科   融资未公开   \n",
       "8           产品经理（企业数字化转型）       6-10k  广州-天河区    False  3-5年     本科  沪深A股上市   \n",
       "10           产品经理（工业消洗产品）      12-30k      广州    False  3-5年     硕士   融资未公开   \n",
       "12   微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区    False  3-5年     硕士   融资未公开   \n",
       "..                    ...         ...     ...      ...   ...    ...     ...   \n",
       "232             区域产品经理/专员      12-20k  广州-白云区    False  3-5年     本科   科创板上市   \n",
       "233               CRM产品经理  16-25k·13薪      广州    False  3-5年     本科   创业板上市   \n",
       "235     高级项目管理PM（游戏研发）-正编  20-35k·16薪  广州-天河区    False  3-5年   统招本科   融资未公开   \n",
       "236               APP产品经理      20-35k  广州-白云区    False  3-5年   统招本科     已上市   \n",
       "237            研究所数字化产品经理      25-35k  广州-天河区    False  3-5年     硕士     已上市   \n",
       "\n",
       "                公司名称        行业           规模  \n",
       "5              某知名公司    贸易/进出口       50-99人  \n",
       "6         某广州贸易进出口公司    贸易/进出口       50-99人  \n",
       "8               润建股份      通信设备  5000-10000人  \n",
       "10     广东环凯微生物科技有限公司        制药     100-499人  \n",
       "12     广东环凯微生物科技有限公司        制药     100-499人  \n",
       "..               ...       ...          ...  \n",
       "232   上海睿昂基因科技股份有限公司      医疗器械     500-999人  \n",
       "233             赛意信息     计算机软件   2000-5000人  \n",
       "235         某大型互联网公司       互联网     10000人以上  \n",
       "236  某广州大型货运/物流/仓储公司  货运/物流/仓储     10000人以上  \n",
       "237             广发证券  基金/证券/期货  5000-10000人  \n",
       "\n",
       "[126 rows x 12 columns]"
      ]
     },
     "execution_count": 61,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议 = df_PM_gz.query('薪资 != \"薪资面议\" and 薪资 != \"面议\"')\n",
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 62,
   "id": "b1a9a161",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[['30-45k', '14'],\n",
       " ['25-29k'],\n",
       " ['6-10k'],\n",
       " ['12-30k'],\n",
       " ['15-20k', '20'],\n",
       " ['11-22k'],\n",
       " ['15-30k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['15-30k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['15-30k', '24'],\n",
       " ['30-40k'],\n",
       " ['40-70k'],\n",
       " ['25-35k'],\n",
       " ['12-20k'],\n",
       " ['16-25k', '13'],\n",
       " ['20-35k', '16'],\n",
       " ['20-35k'],\n",
       " ['25-35k'],\n",
       " ['30-45k', '14'],\n",
       " ['25-29k'],\n",
       " ['6-10k'],\n",
       " ['12-30k'],\n",
       " ['15-20k', '20'],\n",
       " ['11-22k'],\n",
       " ['15-30k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['15-30k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['15-30k', '24'],\n",
       " ['30-40k'],\n",
       " ['40-70k'],\n",
       " ['25-35k'],\n",
       " ['12-20k'],\n",
       " ['16-25k', '13'],\n",
       " ['20-35k', '16'],\n",
       " ['20-35k'],\n",
       " ['25-35k'],\n",
       " ['30-45k', '14'],\n",
       " ['25-29k'],\n",
       " ['6-10k'],\n",
       " ['12-30k'],\n",
       " ['15-20k', '20'],\n",
       " ['11-22k'],\n",
       " ['15-30k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['15-30k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['15-30k', '24'],\n",
       " ['30-40k'],\n",
       " ['40-70k'],\n",
       " ['25-35k'],\n",
       " ['12-20k'],\n",
       " ['16-25k', '13'],\n",
       " ['20-35k', '16'],\n",
       " ['20-35k'],\n",
       " ['25-35k'],\n",
       " ['30-45k', '14'],\n",
       " ['25-29k'],\n",
       " ['6-10k'],\n",
       " ['12-30k'],\n",
       " ['15-20k', '20'],\n",
       " ['11-22k'],\n",
       " ['15-30k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['15-30k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['15-30k', '24'],\n",
       " ['30-40k'],\n",
       " ['40-70k'],\n",
       " ['25-35k'],\n",
       " ['12-20k'],\n",
       " ['16-25k', '13'],\n",
       " ['20-35k', '16'],\n",
       " ['20-35k'],\n",
       " ['25-35k'],\n",
       " ['30-45k', '14'],\n",
       " ['25-29k'],\n",
       " ['6-10k'],\n",
       " ['12-30k'],\n",
       " ['15-20k', '20'],\n",
       " ['11-22k'],\n",
       " ['15-30k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['15-30k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['15-30k', '24'],\n",
       " ['30-40k'],\n",
       " ['40-70k'],\n",
       " ['25-35k'],\n",
       " ['12-20k'],\n",
       " ['16-25k', '13'],\n",
       " ['20-35k', '16'],\n",
       " ['20-35k'],\n",
       " ['25-35k'],\n",
       " ['30-45k', '14'],\n",
       " ['25-29k'],\n",
       " ['6-10k'],\n",
       " ['12-30k'],\n",
       " ['15-20k', '20'],\n",
       " ['11-22k'],\n",
       " ['15-30k', '13'],\n",
       " ['15-20k', '13'],\n",
       " ['15-30k', '16'],\n",
       " ['10-15k'],\n",
       " ['10-15k'],\n",
       " ['20-35k'],\n",
       " ['15-30k', '24'],\n",
       " ['30-40k'],\n",
       " ['40-70k'],\n",
       " ['25-35k'],\n",
       " ['12-20k'],\n",
       " ['16-25k', '13'],\n",
       " ['20-35k', '16'],\n",
       " ['20-35k'],\n",
       " ['25-35k']]"
      ]
     },
     "execution_count": 62,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议_detail = 非薪资面议['薪资'].apply(lambda x:x.split('薪')[0].split('·')).tolist()\n",
    "非薪资面议_detail "
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "d1312073",
   "metadata": {},
   "outputs": [],
   "source": [
    "df_PM_gz['job.salary'].apply(lambda x:x.split('薪')[0].split('·'))Z"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 69,
   "id": "e33d5f21",
   "metadata": {},
   "outputs": [
    {
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       " 55.0,\n",
       " 30.0,\n",
       " 16.0,\n",
       " 22.2,\n",
       " 36.7,\n",
       " 27.5,\n",
       " 30.0]"
      ]
     },
     "execution_count": 69,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "平均薪资 = [ (int(i[0].split('-')[0]) +int(i[0].split('-')[1].split('k')[0]))/2     \\\n",
    "  if len(i)==1 else round((int(i[0].split('-')[0])  +int(i[0].split('-')[1].split('k')[0]))/2*int(i[1])/12 ,1)    \\\n",
    "  for i in 非薪资面议_detail       ]\n",
    "平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 70,
   "id": "4c11f8b2",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "126"
      ]
     },
     "execution_count": 70,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "len(平均薪资)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 71,
   "id": "31f109cf",
   "metadata": {},
   "outputs": [
    {
     "name": "stderr",
     "output_type": "stream",
     "text": [
      "C:\\Users\\JYing\\AppData\\Local\\Temp\\ipykernel_11364\\306872863.py:1: SettingWithCopyWarning: \n",
      "A value is trying to be set on a copy of a slice from a DataFrame.\n",
      "Try using .loc[row_indexer,col_indexer] = value instead\n",
      "\n",
      "See the caveats in the documentation: https://pandas.pydata.org/pandas-docs/stable/user_guide/indexing.html#returning-a-view-versus-a-copy\n",
      "  非薪资面议['平均薪资'] = 平均薪资\n"
     ]
    }
   ],
   "source": [
    "非薪资面议['平均薪资'] = 平均薪资"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 72,
   "id": "ecf6c2a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "      <th>5</th>\n",
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       "      <td>化妆品原料产品经理</td>\n",
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       "      <td>广州</td>\n",
       "      <td>False</td>\n",
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       "      <td>融资未公开</td>\n",
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       "    <tr>\n",
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       "      <td>['化妆品', 'to B']</td>\n",
       "      <td>20230425140852</td>\n",
       "      <td>产品经理</td>\n",
       "      <td>25-29k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
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       "      <td>['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...</td>\n",
       "      <td>20230221094711</td>\n",
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       "      <td>6-10k</td>\n",
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       "      <td>12-30k</td>\n",
       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>广东环凯微生物科技有限公司</td>\n",
       "      <td>制药</td>\n",
       "      <td>100-499人</td>\n",
       "      <td>21.0</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>12</th>\n",
       "      <td>['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']</td>\n",
       "      <td>20230518131003</td>\n",
       "      <td>微生物检测产品经理（制药或食品行业方向）</td>\n",
       "      <td>15-20k·20薪</td>\n",
       "      <td>广州-黄埔区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
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       "      <td>广东环凯微生物科技有限公司</td>\n",
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       "      <td>100-499人</td>\n",
       "      <td>29.2</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>...</th>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "      <td>...</td>\n",
       "      <td>...</td>\n",
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       "    <tr>\n",
       "      <th>232</th>\n",
       "      <td>[]</td>\n",
       "      <td>20230519090805</td>\n",
       "      <td>区域产品经理/专员</td>\n",
       "      <td>12-20k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
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       "      <td>科创板上市</td>\n",
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       "      <td>16.0</td>\n",
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       "      <td>['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...</td>\n",
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       "      <td>广州</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
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       "      <th>235</th>\n",
       "      <td>['游戏']</td>\n",
       "      <td>20230418144859</td>\n",
       "      <td>高级项目管理PM（游戏研发）-正编</td>\n",
       "      <td>20-35k·16薪</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>融资未公开</td>\n",
       "      <td>某大型互联网公司</td>\n",
       "      <td>互联网</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>36.7</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>236</th>\n",
       "      <td>['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...</td>\n",
       "      <td>20230506133944</td>\n",
       "      <td>APP产品经理</td>\n",
       "      <td>20-35k</td>\n",
       "      <td>广州-白云区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>统招本科</td>\n",
       "      <td>已上市</td>\n",
       "      <td>某广州大型货运/物流/仓储公司</td>\n",
       "      <td>货运/物流/仓储</td>\n",
       "      <td>10000人以上</td>\n",
       "      <td>27.5</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>237</th>\n",
       "      <td>['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...</td>\n",
       "      <td>20230320152604</td>\n",
       "      <td>研究所数字化产品经理</td>\n",
       "      <td>25-35k</td>\n",
       "      <td>广州-天河区</td>\n",
       "      <td>False</td>\n",
       "      <td>3-5年</td>\n",
       "      <td>硕士</td>\n",
       "      <td>已上市</td>\n",
       "      <td>广发证券</td>\n",
       "      <td>基金/证券/期货</td>\n",
       "      <td>5000-10000人</td>\n",
       "      <td>30.0</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "<p>126 rows × 13 columns</p>\n",
       "</div>"
      ],
      "text/plain": [
       "                                                  职位标签          职位更新时间  \\\n",
       "5                                                   []  20230507193936   \n",
       "6                                      ['化妆品', 'to B']  20230425140852   \n",
       "8    ['策略产品', '数据产品', '平台产品', '计算机软件', '产品优化', '团队管...  20230221094711   \n",
       "10                                                  []  20220319162445   \n",
       "12             ['生物工程', '微生物研究', '试剂', '制药企业', '生物企业']  20230518131003   \n",
       "..                                                 ...             ...   \n",
       "232                                                 []  20230519090805   \n",
       "233  ['供应链产品', '产品设计', '需求分析', '用户研究', '产品优化', '交互设...  20230412105004   \n",
       "235                                             ['游戏']  20230418144859   \n",
       "236  ['智能推荐', '产品规划', '产品设计', '中台产品', '增长产品', '客户端产...  20230506133944   \n",
       "237  ['证券业', '金融行业', '数据产品', '中台产品', 'to B', '产品规划'...  20230320152604   \n",
       "\n",
       "                       职位          薪资      地区  是否top职位  工作年限     学历  公司融资情况  \\\n",
       "5               化妆品原料产品经理  30-45k·14薪      广州    False  3-5年  硕士及以上   融资未公开   \n",
       "6                    产品经理      25-29k  广州-天河区    False  3-5年   统招本科   融资未公开   \n",
       "8           产品经理（企业数字化转型）       6-10k  广州-天河区    False  3-5年     本科  沪深A股上市   \n",
       "10           产品经理（工业消洗产品）      12-30k      广州    False  3-5年     硕士   融资未公开   \n",
       "12   微生物检测产品经理（制药或食品行业方向）  15-20k·20薪  广州-黄埔区    False  3-5年     硕士   融资未公开   \n",
       "..                    ...         ...     ...      ...   ...    ...     ...   \n",
       "232             区域产品经理/专员      12-20k  广州-白云区    False  3-5年     本科   科创板上市   \n",
       "233               CRM产品经理  16-25k·13薪      广州    False  3-5年     本科   创业板上市   \n",
       "235     高级项目管理PM（游戏研发）-正编  20-35k·16薪  广州-天河区    False  3-5年   统招本科   融资未公开   \n",
       "236               APP产品经理      20-35k  广州-白云区    False  3-5年   统招本科     已上市   \n",
       "237            研究所数字化产品经理      25-35k  广州-天河区    False  3-5年     硕士     已上市   \n",
       "\n",
       "                公司名称        行业           规模  平均薪资  \n",
       "5              某知名公司    贸易/进出口       50-99人  43.8  \n",
       "6         某广州贸易进出口公司    贸易/进出口       50-99人  27.0  \n",
       "8               润建股份      通信设备  5000-10000人   8.0  \n",
       "10     广东环凯微生物科技有限公司        制药     100-499人  21.0  \n",
       "12     广东环凯微生物科技有限公司        制药     100-499人  29.2  \n",
       "..               ...       ...          ...   ...  \n",
       "232   上海睿昂基因科技股份有限公司      医疗器械     500-999人  16.0  \n",
       "233             赛意信息     计算机软件   2000-5000人  22.2  \n",
       "235         某大型互联网公司       互联网     10000人以上  36.7  \n",
       "236  某广州大型货运/物流/仓储公司  货运/物流/仓储     10000人以上  27.5  \n",
       "237             广发证券  基金/证券/期货  5000-10000人  30.0  \n",
       "\n",
       "[126 rows x 13 columns]"
      ]
     },
     "execution_count": 72,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 73,
   "id": "ec15c265",
   "metadata": {},
   "outputs": [
    {
     "data": {
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       "             平均薪资\n",
       "地区               \n",
       "广州      33.875000\n",
       "广州-天河区  26.533333\n",
       "广州-海珠区  24.400000\n",
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       "广州-黄埔区  18.066667"
      ]
     },
     "execution_count": 73,
     "metadata": {},
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   "source": [
    "非薪资面议.groupby('地区').agg({'平均薪资':'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 74,
   "id": "07f2a95e",
   "metadata": {},
   "outputs": [
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       "           平均薪资\n",
       "工作年限           \n",
       "3-5年  27.085714"
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     "execution_count": 74,
     "metadata": {},
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   "source": [
    "非薪资面议.groupby('工作年限').agg({'平均薪资':'mean'})"
   ]
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  {
   "cell_type": "code",
   "execution_count": 76,
   "id": "4ff38c57",
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   "outputs": [
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       "<style scoped>\n",
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       "        vertical-align: middle;\n",
       "    }\n",
       "\n",
       "    .dataframe tbody tr th {\n",
       "        vertical-align: top;\n",
       "    }\n",
       "\n",
       "    .dataframe thead th {\n",
       "        text-align: right;\n",
       "    }\n",
       "</style>\n",
       "<table border=\"1\" class=\"dataframe\">\n",
       "  <thead>\n",
       "    <tr style=\"text-align: right;\">\n",
       "      <th></th>\n",
       "      <th></th>\n",
       "      <th>平均薪资</th>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>学历</th>\n",
       "      <th>工作年限</th>\n",
       "      <th></th>\n",
       "    </tr>\n",
       "  </thead>\n",
       "  <tbody>\n",
       "    <tr>\n",
       "      <th>本科</th>\n",
       "      <th>3-5年</th>\n",
       "      <td>17.420000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>本科及以上</th>\n",
       "      <th>3-5年</th>\n",
       "      <td>12.500000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士</th>\n",
       "      <th>3-5年</th>\n",
       "      <td>28.783333</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>硕士及以上</th>\n",
       "      <th>3-5年</th>\n",
       "      <td>36.950000</td>\n",
       "    </tr>\n",
       "    <tr>\n",
       "      <th>统招本科</th>\n",
       "      <th>3-5年</th>\n",
       "      <td>29.740000</td>\n",
       "    </tr>\n",
       "  </tbody>\n",
       "</table>\n",
       "</div>"
      ],
      "text/plain": [
       "                 平均薪资\n",
       "学历    工作年限           \n",
       "本科    3-5年  17.420000\n",
       "本科及以上 3-5年  12.500000\n",
       "硕士    3-5年  28.783333\n",
       "硕士及以上 3-5年  36.950000\n",
       "统招本科  3-5年  29.740000"
      ]
     },
     "execution_count": 76,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "非薪资面议.groupby(['学历','工作年限']).agg({'平均薪资':'mean'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "id": "88223593",
   "metadata": {},
   "outputs": [],
   "source": []
  }
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